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Claude Enterprise

Rolling out Claude across an organisation, safely and usefully

How to bring Claude to a whole organisation and make it count: what the Enterprise plan includes, buying and scoping it, identity and access, data and security, connectors, skills and plugins, Cowork and agentic work, Claude Code at company scale, rolling it out department by department, governance and spend, and measuring what actually changed. 100 chapters in 10 parts, one detailed plate per chapter.

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Preface

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How to bring Claude to a whole organisation and make it count: what the Enterprise plan includes, buying and scoping it, identity and access, data and security, connectors, skills and plugins, Cowork and agentic work, Claude Code at company scale, rolling it out department by department, governance and spend, and measuring what actually changed. 100 chapters in 10 parts, one detailed plate per chapter.

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100 chapters.

No. 18 · Ch 01 / 100

What Claude Enterprise Is

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 01 / 100

Claude Enterprise is Anthropic's plan for an organisation rather than a person. What you buy is a tenancy : one administered space in which every member signs in with the company identity, meets the same Claude in every tool, and leaves behind a record you can audit. Since the unified experience reached general availability for Enterprise on 23 October 2026, a conversation that begins as ordinary chat can carry on in Cowork , an isolated cloud sandbox that opens files, runs code and comes back with results, and then return to chat without the user changing window. The seat also opens Claude Code for engineers, Claude Design, Docs and Slides, Claude for Microsoft 365, Claude in Chrome, Claude in Slack and Claude Security, together with Projects, Artifacts, memory, Skills, plugins and connectors.

Paragraph 1 of 5 · No. 18 · Ch 01 / 100

How we know is simple, because the record is public and dated. Anthropic's announcement of 4 September 2024 introduced the plan with a larger context window, single sign-on, SCIM provisioning, audit logs, role-based permissions and a native GitHub integration. The plan page at claude.com lists what a seat includes today; the release notes and admin guides on support.claude.com put a date on every change since. The older "Claude for Work" label has been retired, and Team and Enterprise are sold as separate plans. Cite the date whenever you cite a feature: a risk register that says "Claude has audit logs" is weaker than one that says when you last checked.

Paragraph 2 of 5 · No. 18 · Ch 01 / 100

What changed between 2024 and now is less the model than the shape. The first Enterprise was a very good chat window with corporate identity attached. The 2026 product is an agentic workspace. Cowork appeared as a research preview in January 2026, reached enterprise release with connectors and plugins in February, and became generally available on 9 April with an Analytics API and OpenTelemetry support. The admin side grew in step: custom roles that decide which connectors, and even which connector tools, a role may use (28 May 2026); spend limits by organisation, group and member; pooled group budgets announced on 23 October 2026; a Compliance API that feeds your SIEM.

Paragraph 3 of 5 · No. 18 · Ch 01 / 100

Picture three buyers. A 4,000-person insurer in Zurich wants claims handlers drafting letters inside Word, with a chosen retention period and a complete audit trail. A British university wants researchers on Cowork but no network egress from the sandbox until information security has looked. A city council in Ohio wants a calm, cheap start: Sonnet by default, Efficient mode on, three use cases in the licensing office. All three buy the same tenancy and switch on different parts of it.

Paragraph 4 of 5 · No. 18 · Ch 01 / 100

The popular myth is that an enterprise plan is the consumer product with a logo on it. It is not. The consumer product has no Compliance API, no SCIM, no retention you choose, no customer-managed keys, and no way to restrict what a sandbox may reach. The plan is the admin plane plus the models.

Paragraph 5 of 5 · No. 18 · Ch 01 / 100

You are not buying a chatbot; you are buying a tenancy, and tenancies are governed.

Plate · No. 18 · Ch 01 / 100
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No. 18 · Ch 02 / 100

One Seat, Many Doors

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 02 / 100

A seat on Claude Enterprise is one identity, not one application. The same person, signed in once through your identity provider, opens Claude in the browser at claude.ai, in the desktop app on macOS or Windows, on an iPhone or an Android phone, inside Excel, PowerPoint, Word and Outlook through Claude for Microsoft 365 , in a Chrome side panel, in a Slack thread and, for engineers, in the terminal, the IDE or the web through Claude Code. Behind each door stand the same models, the same memory and Projects, and the same organisation policy. Anthropic's plan page lists the surfaces a seat includes; the admin guides on support.claude.com say how each is enabled, and the release notes date them: Claude for Excel entered beta on 24 November 2025, Claude in Chrome gained site allowlists and blocklists on 18 December 2025, and tagging Claude in Slack to delegate a task arrived on 23 June 2026.

Paragraph 1 of 5 · No. 18 · Ch 02 / 100

Why so many doors? Because people do not change tools for a vendor; they change tools when the work demands it. The finance analyst in Rotterdam lives in Excel and will only use an assistant that lives there too. The in-house lawyer in Manchester works in Word with tracked changes and refuses to paste a contract into a browser. The support lead in Austin runs her day from Slack. The platform engineer in Bengaluru wants nothing between him and the terminal. The second consequence is quieter and more useful: one identity means one audit trail. Whether a document was drafted in Word or in chat, the Compliance API shows it under the same user.

Paragraph 2 of 5 · No. 18 · Ch 02 / 100

More doors mean more places to configure. Claude in Chrome can browse and act on websites, so it carries its own allowlist. The Microsoft 365 connector's write tools, which let Claude send mail or edit files, need consent in Microsoft Entra and explicit admin enablement (7 July 2026), as does any connector that can act rather than merely read. The desktop app accepts MDM policy keys, so a device team can forbid local MCP servers or limit which folders Claude may open. None of this is difficult; all of it is a decision somebody must make.

Paragraph 3 of 5 · No. 18 · Ch 02 / 100

Geography changes the keys, not the doors. Under the GDPR a connector that reads an employee's mailbox is a processing activity worth a line in your records; in Germany a tool that could monitor staff can trigger works council co-determination under section 87 of the Works Constitution Act; in the United States the first question is usually which state privacy law applies to the customer data sitting in that mailbox.

Paragraph 4 of 5 · No. 18 · Ch 02 / 100

The myth to correct is that each surface is a separate product with its own data rules. It is one tenancy, one set of commercial terms, one retention setting, one audit log, and inputs and outputs are not used to train models by default on any of them.

Paragraph 5 of 5 · No. 18 · Ch 02 / 100

The seat is the person; the doors are only where the work happens.

Plate · No. 18 · Ch 02 / 100
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No. 18 · Ch 03 / 100

Team, Enterprise or the API

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 03 / 100

There are three ways into Claude, and the honest answer is that most organisations of any size end up with two of them. Team is the self-serve plan for small groups, roughly two to 150 people; it includes single sign-on and, since 16 January 2026, Claude Code on standard seats, but at the time of writing it does not include SCIM provisioning, audit logs or fine-grained roles. Enterprise is the governed tenancy this book is about: identity, compliance evidence, retention you choose, customer-managed keys, model and spend controls. The Claude Platform is the API, for software you build yourself, reached directly from Anthropic or through Amazon Bedrock, Microsoft Foundry and Google Cloud's Vertex AI, with zero data retention available by agreement.

Paragraph 1 of 5 · No. 18 · Ch 03 / 100

How we know: the plan comparison on claude.com, the admin guides on support.claude.com, and each cloud provider's own documentation. The precise Team limits are the sort of detail that moves, so read the page on the day you decide, and keep a dated copy with the decision.

Paragraph 2 of 5 · No. 18 · Ch 03 / 100

Choose by need, not size. Ask three questions. Who may join and who must leave, automatically? If the answer involves your HR system, you need SCIM, which means Enterprise. Who will ask us for evidence? If a regulator, an auditor, a client's security questionnaire or a works council will one day ask what was done with the tool, you need audit logs and the Compliance API. Are we building a product? If Claude will sit inside something your customers use, that is the Platform, with your own logging, your own keys and your own evals, which the sister volume Agents in Production covers.

Paragraph 3 of 5 · No. 18 · Ch 03 / 100

Three illustrative buyers. A 40-person architecture practice in Copenhagen is well served by Team: everyone knows everyone, the managing partner adds and removes seats by hand, and nobody will ever ask for a log. A 12,000-person retailer with head offices in Leeds and Warsaw needs Enterprise, because the day a store manager leaves is the day their access must end, in both countries, without a ticket. A Toronto fintech runs the Platform through Bedrock for its customer-facing product and Enterprise for its 300 staff, two contracts, two bills, one Trust Center.

Paragraph 4 of 5 · No. 18 · Ch 03 / 100

The myth is that Enterprise is for big companies. It is for organisations with obligations. A 60-person law firm bound by professional secrecy may need Enterprise more than a 600-person start-up that handles no personal data. In the European Union, a public body that must document a data protection impact assessment will want the audit trail from day one; in the United Kingdom the same logic follows the ICO's guidance; in the United States it is more often a client contract that forces the question.

Paragraph 5 of 5 · No. 18 · Ch 03 / 100

Count the obligations you carry, not the people you employ.

Plate · No. 18 · Ch 03 / 100
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No. 18 · Ch 04 / 100

The Models Behind the Seat

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 04 / 100

A seat does not give you a model; it gives you a family of them, and a set of dials. In late October 2026 the family is Opus 5.5 , Sonnet 5.5 and Haiku 5.5 , the 5.5 generation that arrived on 7 October 2026, alongside Fable 5.1 and a Mythos-class tier with restricted access. The dials are effort (how long the model is allowed to think before answering), the per-role entitlements that say which models a member may pick, and Efficient mode, which restricts the unified experience to Sonnet and Haiku and starts every new session on Sonnet 5.5 at low effort. How we know: the model pages on docs.claude.com, and the release notes for model and effort controls for members (beta, 1 July 2026) and for model defaults and entitlements by role (2 July 2026).

Paragraph 1 of 5 · No. 18 · Ch 04 / 100

This book will not discuss benchmarks. For an organisation the useful frame is the task, and three honest trade-offs: capability, latency and cost per token. Classification, routing, extraction and first-pass triage of a thousand tickets a day belong to Haiku, which is quick and cheap enough to run at that volume. Daily drafting, analysis, summarising a forty-page report, and most Cowork sessions belong to Sonnet, which is why Efficient mode lives there. Long multi-step agentic work, difficult reasoning and anything where a wrong answer is expensive belong to Opus or Fable. The Mythos tier is restricted, so plan without it and treat access as a bonus.

Paragraph 2 of 5 · No. 18 · Ch 04 / 100

Three illustrative settings. A Madrid insurer pins its claims-triage group to Haiku, because the job is sorting, not writing. A Dublin law firm entitles its lawyers to Opus for opinions and Sonnet for correspondence, and measures which they actually use. A Kraków city office turns on Efficient mode for 1,200 administrative staff and leaves the higher dials to a dozen analysts. Each of these is a role setting, made once by an admin, not a preference each person rediscovers.

Paragraph 3 of 5 · No. 18 · Ch 04 / 100

Two myths deserve correcting. The first is that the biggest model is always best; for most office work the quality difference is invisible to the reader but visible on the invoice. The second is that model choice is a user preference. On Enterprise it is an entitlement, and entitlements are policy: they belong with the role, the budget and the risk appetite, not with the mood of the afternoon.

Paragraph 4 of 5 · No. 18 · Ch 04 / 100

The evidence that matters is your own. Run a real task through two models, time it, and have colleagues rank the outputs without knowing which is which. A pilot measurement of that kind is worth more than any public leaderboard, and it is what the Evals in a Nutshell volume is for.

Paragraph 5 of 5 · No. 18 · Ch 04 / 100

The right model is the cheapest one that does the job well, and the role, not the mood, should choose it.

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No. 18 · Ch 05 / 100

How Anthropic Thinks About Safety

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 05 / 100

An enterprise buyer cannot inspect a model's weights, but can read what its maker has committed to in public, and that reading is worth an afternoon. There are four layers. The Responsible Scaling Policy , first published in September 2023 and revised since, is Anthropic's framework for catastrophic risk: it defines AI Safety Levels and commits the company to safeguards before training or deploying models past stated capability thresholds. Claude's constitution , published in January 2026 and running to around 23,000 words, describes how Claude is meant to think, behave and weigh competing goals. The usage policy and commercial terms govern your tenancy, including the commitment that inputs and outputs are not used to train models by default. The Trust Center at trust.anthropic.com holds the evidence: SOC 2 Type II, ISO 27001, and certification against ISO/IEC 42001, the AI management…

Paragraph 1 of 5 · No. 18 · Ch 05 / 100

How we know is the point: every one of these is a dated document on anthropic.com or the Trust Center, and the certifications are issued by independent auditors against published standards. Read them as what they are. The scaling policy is about frontier risk, not your uptime or your data. The constitution is about model behaviour in general, not a guarantee for any single answer. The terms are a promise about your data. The certificates are evidence about the service's controls, not about your use of it.

Paragraph 2 of 5 · No. 18 · Ch 05 / 100

That last distinction is where buyers trip. A SOC 2 report says the provider's controls operated as described over a period; it says nothing about whether your claims team should paste medical notes into a chat. ISO/IEC 42001 says the provider runs an AI management system with objectives, risk assessment and review; it does not run yours. The NIST AI Risk Management Framework (January 2023, with a Generative AI Profile in July 2024) makes the same point from the other side: the Govern and Map functions are the deployer's work.

Paragraph 3 of 5 · No. 18 · Ch 05 / 100

Geography sets the frame. In the European Union, general-purpose model obligations under the AI Act have applied to providers since 2 August 2025, and the article 4 duty of AI literacy has applied to deployers, which means you, since 2 February 2025. In the United Kingdom there is no AI Act; the ICO's guidance and the UK GDPR do the work. In the United States, a hospital group asks for HIPAA, a federal agency asks for FedRAMP, and a bank asks for its regulator's model-risk guidance.

Paragraph 4 of 5 · No. 18 · Ch 05 / 100

In the risk register, write each commitment as a control with five fields: the control, the source URL, the date you checked it, the owner and the next review. That is a dull sentence, and dull is what an auditor likes.

Paragraph 5 of 5 · No. 18 · Ch 05 / 100

A policy is a promise about behaviour; a certificate is evidence about a system; file both and confuse neither.

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No. 18 · Ch 06 / 100

Per Seat, Plus Usage

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 06 / 100

The commercial shape of Claude Enterprise has two parts, and understanding both is more useful than knowing either price, which this book will not quote. The first part is the seat : a flat fee per person on an annual commitment, with a minimum number of seats stated on the pricing page. The second is usage : the tokens those people consume, billed at API rates, over and above the seat. You can buy sales-assisted, with an invoice and net terms, or, since 12 February 2026, self-serve online with a single seat type; you can also buy through AWS Marketplace and draw the cost down against an existing AWS commitment. How we know: the pricing and enterprise pages on claude.com and the self-serve release note; the shift from bundled to unbundled usage, reported in the trade press across late 2025 and early 2026, is best treated as context rather than quoted precisely.

Paragraph 1 of 4 · No. 18 · Ch 06 / 100

Unbundled usage changes behaviour, and that is the reason to understand it. When usage is visible, heavy users become visible, and so do idle seats. In most pilots a small share of people account for most of the tokens, and they are usually the people doing the most valuable work, so the right response is rarely to stop them. The admin plane gives you the tools to manage rather than forbid: spend limits at organisation, group and member level; pooled group budgets, announced on 23 October 2026, so a department shares one cap instead of ten tiny ones; alerts at 75 and 90 per cent for admins, and at 75 and 95 per cent for users, who can request an increase; Efficient mode for groups whose work does not need the larger models.

Paragraph 2 of 4 · No. 18 · Ch 06 / 100

Forecasting is a pilot exercise, not a spreadsheet guess. Run thirty days with a real group, export usage by user, and look at the distribution. A Birmingham council that pilots with 40 people in revenues and benefits will see a few heavy users and a long tail, and can budget the year from that shape. A Munich manufacturer will find that its works council takes an interest in per-user spend data, because a report that ranks employees by consumption is, under the Works Constitution Act, a technical system capable of monitoring performance, and needs agreement before it is used that way. A US software firm buying through AWS Marketplace cares mostly that the drawdown counts towards its commit.

Paragraph 3 of 4 · No. 18 · Ch 06 / 100

Myth: the licence is the whole cost. It is not even the whole bill. Add usage, the time of the people who administer it, and the training and AI literacy that the EU AI Act now expects of deployers.

Paragraph 4 of 4 · No. 18 · Ch 06 / 100

The seat is a cost you forecast; usage is a behaviour you manage.

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No. 18 · Ch 07 / 100

Five Myths About Enterprise AI

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 07 / 100

Every rollout meets the same five myths in its first month, usually from intelligent people, and each has a dated answer. Myth one: it trains on our data . On Claude Enterprise, inputs and outputs are not used to train models by default; the commitment is in the commercial terms and documented on the Trust Center at trust.anthropic.com. How we know is the contract you signed, which is the best kind of knowing. The sensible follow-up is retention: you can set a custom period, with a minimum of thirty days, and you can ask about customer-managed keys and US-only inference if your regulator cares where the maths happens.

Paragraph 1 of 5 · No. 18 · Ch 07 / 100

Myth two: it replaces the intranet . Claude reads your SharePoint, Drive or Confluence through connectors, and every connector respects the permissions the person already has in the source system. It is a very good reader; it is not a system of record. If the intranet is wrong, Claude will summarise the wrong thing fluently. A Dutch housing association that piloted a policy assistant learned this quickly: the first week's answers were impeccable summaries of a superseded tenancy policy, and the fix was to archive the old document, not to prompt harder. Treat that as illustrative, not reported.

Paragraph 2 of 5 · No. 18 · Ch 07 / 100

Myth three: one licence per person is the whole cost . The seat is a flat fee, usage is billed on top at API rates, and the real cost includes an admin's time, a champion's time and training. The EU AI Act's article 4 has expected deployers to ensure AI literacy among staff since 2 February 2025; that is a cost, and a worthwhile one, in every member state, and a good idea in Leeds or Lyon regardless.

Paragraph 3 of 5 · No. 18 · Ch 07 / 100

Myth four: switch everything on day one . Anthropic's own rollout guidance for the unified experience says the opposite: involve IT, security and procurement, do a security review, pilot with one role, review the settings, monitor for two to four weeks, then expand in waves. The product agrees with the guidance: the unified Claude was off by default for existing organisations when it launched on 23 October 2026, with the default changing on 16 November unless owners choose to keep it disabled.

Paragraph 4 of 5 · No. 18 · Ch 07 / 100

Myth five: the AI team owns it . An AI lead can run the use-case inventory and the champions network, but the Primary Owner sits in IT, the audit logs belong to security, the DPIA belongs to the data protection officer, the budget belongs to finance and, in Germany, the works council has a legal seat at the table. The next two chapters are about that cast. Myths survive because nobody dates them; the moment you write "checked 29 October 2026, source: admin guide" beside a claim, it becomes a fact with a shelf life.

Paragraph 5 of 5 · No. 18 · Ch 07 / 100

Put a date and a source on every claim, and the myth stops being one.

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No. 18 · Ch 08 / 100

Decide What You Want First

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 08 / 100

The most expensive sentence in enterprise software is "let's switch it on and see what people do with it". It sounds open-minded; it is actually a decision not to decide, and it guarantees that six months later nobody can say whether the thing worked. The alternative fits on one page, and this chapter is about writing it. Call it the intent statement : three to five measurable goals, the non-goals, the risk appetite, the baseline measures, and a signature from an executive sponsor who will still be in post at the review.

Paragraph 1 of 5 · No. 18 · Ch 08 / 100

How we know this works is not a vendor's claim but two standards and a lot of scar tissue. ISO/IEC 42001, the AI management system standard, requires an organisation to set AI objectives and plan how to achieve them (clause 6.2) and to evaluate performance against them (clause 9). The NIST AI Risk Management Framework puts Govern and Map before Measure and Manage for the same reason. Both are saying: write down what you want before you measure anything, or you will measure what the tool makes easy.

Paragraph 2 of 5 · No. 18 · Ch 08 / 100

Goals should be outcomes, not features. "Deploy Claude to 2,000 staff" is a feature. "Cut the median time to draft a claims letter from forty minutes to fifteen" is an outcome; so are "reduce the backlog of policy queries by 30 per cent", "no increase in error rates found at quality review" and "staff report less drudgery in the quarterly survey". Pick measures you already collect, or can collect in the pilot's first two weeks; a baseline measured after the tool arrives is not a baseline.

Paragraph 3 of 5 · No. 18 · Ch 08 / 100

Non-goals are the quiet heroes of the page. A Lyon hospital group writes "no patient records in year one", which settles a hundred later arguments and keeps the deployment out of HIPAA-style territory until the privacy work is done. A Toronto insurer writes "no autonomous sending of customer email", which decides the connector policy for Microsoft 365 before anyone has opened the settings. A UK university writes "no marking of student work", which is both a policy and a message to staff.

Paragraph 4 of 5 · No. 18 · Ch 08 / 100

Risk appetite goes on the page in plain words, by category: low for anything that leaves the building under the organisation's name, medium for internal drafting, and a named person who can raise it. Then the signature. A sponsor who signs a page will turn up to the thirty-day review; a sponsor who approved a budget line will send a delegate.

Paragraph 5 of 5 · No. 18 · Ch 08 / 100

A feature you did not ask for cannot deliver an outcome you never wrote down.

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No. 18 · Ch 09 / 100

The People Who Make It Work

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 09 / 100

No setting in the admin console matters as much as the ten names on this page. Claude Enterprise is governed by people before it is governed by policy, and the first job of whoever is reading this is to fill in the roster. At the top sits the executive sponsor , who owns the intent statement from the previous chapter and turns up to the reviews. Beneath the sponsor are four pillars, and each pillar has a small cast.

Paragraph 1 of 5 · No. 18 · Ch 09 / 100

The first pillar holds the keys. The Primary Owner is a real role in the product: the one account that can do everything, including billing and transfer of ownership, which is why it should belong to a person in IT and not to the most enthusiastic user. Since 2 June 2026, custom roles can carry admin permissions for areas such as billing and privacy without Owner status, so the Primary Owner can and should be a quiet role. The IT admin runs single sign-on, SCIM and the settings; the service desk handles seats and access requests through the directory, not through email.

Paragraph 2 of 5 · No. 18 · Ch 09 / 100

The second pillar is the brakes. The security lead owns the audit logs, the Compliance API feed into the SIEM and the periodic settings review. The data protection officer, mandatory under the GDPR for most public bodies and many private ones, owns the data protection impact assessment and the retention decision. In Germany the works council is not a courtesy invitation: under section 87 of the Works Constitution Act, a technical system capable of monitoring employee conduct or performance needs its agreement, and usage analytics by user is exactly such a system. In the UK and the US there is no equivalent legal seat, but staff representatives consulted early turn into champions, and those consulted late turn into the grievance.

Paragraph 3 of 5 · No. 18 · Ch 09 / 100

The third pillar is money: procurement for the contract, the data processing agreement and renewal; finance for spend caps, pooled budgets and the forecast; legal for the terms, intellectual property questions and, in the EU, the AI Act's deployer duties. The fourth pillar is value: the AI lead who runs the use-case inventory and the measures, one champion per department who teaches colleagues and reports friction, and the managers who must give people time to practise, because a tool nobody has an hour to learn is a tool nobody uses.

Paragraph 4 of 5 · No. 18 · Ch 09 / 100

Who decides what is the sentence worth writing on the wall: the sponsor decides why, the Primary Owner decides who, security and privacy decide what may be done, finance decides how much, and the AI lead decides what to try first. How we know this cast works is the evidence of every rollout that failed without one: a pilot owned by an enthusiast with no sponsor, a rollout blocked at month four by a works council nobody had met, a renewal nobody had budgeted.

Paragraph 5 of 5 · No. 18 · Ch 09 / 100

Ten names on one page; any blank is a risk you have already accepted.

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No. 18 · Ch 10 / 100

Your First Thirty Days

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Overview · No. 18 · Ch 10 / 100

The first month should be boring, and boring takes planning. Anthropic's own rollout guidance for the unified experience is a reasonable skeleton: involve IT, security and procurement; do a security review; pilot with one role; review the settings; monitor for two to four weeks; expand in waves. Here is that skeleton with dates on it, written for the admin who has to do it on Monday.

Paragraph 1 of 5 · No. 18 · Ch 10 / 100

Week one is signing and connecting. The contract, the data processing agreement and, if you are a US healthcare organisation, the business associate agreement are done. Single sign-on is configured against your identity provider and tested with two accounts, one of them an admin. Domain capture is switched on so that colleagues with company email addresses are pulled into the tenancy rather than creating personal accounts. The Primary Owner is named, and it is someone in IT. Nothing else happens, and that is correct.

Paragraph 2 of 5 · No. 18 · Ch 10 / 100

Week two is the pilot group. One SCIM group, one role, twenty to fifty people who share a job, so that the measurement means something: revenues and benefits in a council, claims handling in an insurer, a research group in a university. Defaults are conservative because changing them later is cheap and undoing them is not: the unified experience stays off until security has read the sandbox guide, network egress for cloud sessions stays off, memory is already off by default for Enterprise organisations since 25 August 2026, and connectors sit at "needs approval". Model entitlements are set for the role, and Efficient mode is a fair starting point for most non-technical groups.

Paragraph 3 of 5 · No. 18 · Ch 10 / 100

Week three is two or three use cases, not twelve. Each team names one real piece of work, a house-style Skill is written for it, and a thirty-minute Monday review looks at what happened. Week four is measurement: usage analytics by group, a sample of the audit log read by the security lead, a short survey of the pilot, and the numbers against the baselines from the intent statement. At day thirty the sponsor decides, in a meeting that was in the calendar from week one: go wider, widen slowly, or pause and fix.

Paragraph 4 of 5 · No. 18 · Ch 10 / 100

What not to do yet is as important as the plan. Do not open network egress to all domains. Do not approve every connector or install every plugin from the marketplace. Do not turn on "skip all approvals" for anyone. Do not share cloud sessions across the whole organisation. Every one of those is a legitimate setting for month three, once you know what the pilot actually did. A German organisation also uses this month to brief the works council before usage analytics by user is ever looked at; a UK or US organisation uses it to tell staff, in writing, what the tool is for and what it is not.

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A month of small, deliberate switches beats a day of big ones.

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No. 18 · Ch 11 / 100

The Business Case on One Page

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A business case for Claude Enterprise is not a brochure for the board; it is a short record of a decision you want someone to make, written so that it can be checked later. The useful version fits on one page and has six blocks: the problem, the outcome you expect, the cost range, the risks and how each is mitigated, the measures you will report, and the date by which the organisation will decide. Everything else is appendix. If you cannot say what problem the seats solve in two sentences, you are not ready to buy them, which is a respectable place to be.

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Finance reads a case in a different order from the person who wrote it. The first thing a finance partner looks for is the cost range and its shape: a per-seat commitment plus usage billed at API rates, with an annual term and a seat minimum, which means part of the spend is fixed and part is variable. The second thing is the payback logic, and here the field is littered with inflated arithmetic. Multiplying "thirty minutes saved a day" by headcount and an average salary produces a number that no controller believes, because saved minutes are not cashable unless someone stops doing a thing, does more of a thing, or a cost disappears. HM Treasury's Green Book in the UK and the US Office of Management and Budget's Circular A-94 both insist on the same discipline: count benefits you can observe, state the counterfactual, and discount the future.

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A better case ties the spend to two or three named workflows with a baseline. A 4,000-person insurer might choose first-draft claims correspondence, policy-wording comparison and the monthly management pack. For each it records today's cycle time and error rate, who touches the work, and what "better" would look like in numbers that already exist in the organisation's systems. Anthropic's own Claude Code admin Value tab, added in July 2026, shows its estimated productivity lift with the formulas visible and the inputs adjustable; borrow that honesty. Write your assumptions where a sceptic can change them.

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The risk block is where a case earns trust. Name the four or five that matter, with the control beside each: data leaving the organisation (commercial terms do not permit training on your inputs by default; retention is configurable), confidential output being wrong (human review on anything that leaves the building), uneven adoption (a champion network and training), and spend drift (organisation, group and member limits). A case that lists no risks is read as a case that found none, which nobody believes either.

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End with a decision date and the name of the person who owns it. A one-page case that says "we will decide on 15 March on the basis of these three measures" is a stronger document than twenty pages of potential. Decide what you want first, then buy exactly that.

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No. 18 · Ch 12 / 100

An Inventory of Use Cases

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Before anyone switches on a connector, somebody has to find out what the organisation would actually do with Claude. A use-case inventory is the unglamorous list that answers this: every candidate task, who does it, how often, what data it touches and what a good result is worth. You gather it by asking departments rather than guessing for them. A short form, a thirty-minute conversation with each team lead and a look at the ticket queue will surface more than a strategy offsite. A university's registry, a city council's planning desk and an insurer's claims team each produce different lists, and that is the point.

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Score each candidate on four things: frequency, value when it goes well, risk when it goes wrong, and data sensitivity. Frequency and value together estimate the upside; risk and sensitivity together estimate the care required. Keep the scale small, one to three on each, because a spreadsheet with decimals invites arguments about the second decimal instead of the task. Then plot the list as a quadrant of value against risk. The top-left corner, high value and low risk, holds the quick wins : summarising meeting notes, drafting routine correspondence, first-pass translation of internal documents, answering questions over a shared Project. The top-right holds the deep bets : high value but high risk, such as drafting customer-facing contract clauses or assisting code review in a regulated codebase. These earn a pilot with controls, not a launch. The bottom row is the no-go list, at least…

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How we know which tasks sit where comes partly from law. The EU AI Act, in force since 1 August 2024, lists in Annex III uses it treats as high-risk, including decisions about recruitment, worker management, credit and access to essential services; using an assistant to draft a job advert is ordinary, using it to rank applicants is not. The GDPR's Article 9 names special categories of personal data, and the UK ICO's guidance on AI and data protection asks for a data protection impact assessment before high-risk processing. Those lists are a ready-made sensitivity column. Anthropic's Economic Index, published from March 2025 onwards on anonymised Claude conversations, found actual use concentrated in software development and writing, with augmentation more common than full automation; your inventory will probably look similar, and it is useful to know that in advance.

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The inventory is also a portfolio. A sensible first wave has perhaps six quick wins across three departments, two deep bets with named owners, and a visible no-go list that tells staff what not to paste into a chat. The no-go list is often the most reassuring document in the whole programme, because it shows the organisation has thought about limits.

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Keep the inventory alive after launch. Tasks move between quadrants as controls arrive and as people learn what the tool is good at, and an inventory from January is a historical document by June.

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No. 18 · Ch 13 / 100

Designing a Pilot That Teaches

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A pilot exists to teach the organisation something it does not yet know, which is a different purpose from proving that the sponsor was right. Design it that way and the result is useful whichever way it falls. The ingredients are familiar from any field trial: a size large enough to see an effect, a duration long enough for novelty to wear off, a baseline or control group, success thresholds written down before the first login, roles that differ from one another, and exit criteria that say what happens at the end.

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Size and duration first. Anthropic's own rollout guidance for the unified Claude experience, published on its support site in October 2026, recommends piloting with a single role, reviewing the settings, monitoring for two to four weeks and then expanding in waves. That is sound advice for the whole plan, not just one feature. In practice a pilot of forty to eighty people across three or four roles, running for six to eight weeks, gives enough signal without becoming a shadow rollout. Choose roles that differ: a claims handler, a policy analyst, a developer and a communications officer will use the tool in different ways and expose different risks, and the mix stops one enthusiastic team from carrying the result.

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A baseline is the part most pilots skip, and then regret. Measure the chosen workflows for two weeks before anyone gets a seat, using numbers the organisation already collects: tickets closed, documents produced, cycle time, rework. Where you can, keep a comparison group of similar people without seats for the same period. The published research explains why this matters. Brynjolfsson, Li and Raymond's 2023 study of 5,179 customer-support agents found an average productivity gain of about 14 percent, concentrated among newer staff. Dell'Acqua and colleagues' 2023 field experiment with 758 consultants at Boston Consulting Group found large gains on tasks inside the model's competence and worse results on a task deliberately placed outside it, the "jagged frontier". And METR's July 2025 randomised trial found experienced open-source developers were around 19 percent slower with AI tools…

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Write the thresholds down before day one. "We will extend if median cycle time on first-draft letters falls by a fifth with no rise in corrections, and if at least 60 percent of pilot users are active weekly in week six." Agree them with finance and the department head, then leave them alone. Add exit criteria for the other direction too: what the audit log must show, which incidents would pause the pilot, and who can stop it.

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A pilot that teaches ends with a short note: what we measured, what moved, what surprised us, what we will switch on next and what we will not. That note is the first page of your rollout plan.

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No. 18 · Ch 14 / 100

The Security Questionnaire

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Every enterprise purchase passes through a security questionnaire , and the questions are more standard than their senders think. Most are drawn from a handful of published frameworks: the Cloud Security Alliance's CAIQ, the Shared Assessments SIG, the UK NCSC's fourteen Cloud Security Principles, Germany's BSI C5 catalogue, and increasingly the clauses of ISO/IEC 42001 for AI management. Knowing that lets you plan the review as a mapping exercise rather than a correspondence. The job is to find, for each question, the document that already answers it, and to spend your own analysis time on the few that are genuinely about your organisation.

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The documents live in Anthropic's Trust Center at trust.anthropic.com. There you find the SOC 2 Type II report, the ISO 27001 certificate, the ISO/IEC 42001 certificate (Anthropic was certified in January 2025, among the first AI developers to be), the list of sub-processors, the commercial data-handling commitments including no training on customer inputs by default, and the HIPAA-ready configuration description. Penetration-test summaries and other restricted material are typically shared under non-disclosure through the same portal. How we know is the point: a certificate is a third party's attestation, an audit report is evidence with scope and dates, and a vendor's web page is a claim. Your security team should prefer them in that order and say which one each answer rests on.

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The questions that need real thinking are about data flows, and here Claude Enterprise has a published architecture to read. Chat and Cowork sessions that need code or files run in a per-session cloud sandbox, separate from Anthropic's corporate, research and training environments; the sandbox cannot reach private or metadata addresses, all its outbound traffic goes through a mandatory proxy, the Enterprise default is no network access, and connector tokens never enter it because connector calls happen server-side. That paragraph, from Anthropic's support documentation, answers a dozen questionnaire rows at once. Add your own diagram showing identity (SSO and SCIM), the connectors you intend to approve and the systems they reach, retention you will set, and where audit logs and the Compliance API feed your SIEM.

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A review that runs in weeks rather than months has three habits. It starts with the security lead inside the pilot, not after it. It uses a shared tracker where each questionnaire row points to a document and an owner. And it separates what the vendor controls from what the organisation controls: whether staff paste client data into a chat is a policy and training question, not a certificate question, and no amount of SOC 2 will answer it.

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A 2,000-person Dutch engineering firm, a US hospital group and a UK council will weight the frameworks differently, but each will finish faster for having mapped the questions first. The questionnaire is not an obstacle; it is the first draft of your operating controls.

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No. 18 · Ch 15 / 100

Reading the Contract

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The contract for Claude Enterprise arrives as a stack of documents, and reading it well means knowing which layer answers which worry. At the top sits the order form: seats, term, the seat minimum, the usage arrangement at API rates, renewal and notice. Beneath it the commercial terms of service govern the relationship. Beneath that the data processing addendum governs personal data, with its annexes on sub-processors, security measures and international transfers. Each layer binds; the trick is to find the clause rather than the reassurance.

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Start with data. Anthropic's commercial terms state that customer inputs and outputs are not used to train its models by default, which is a contractual commitment rather than a setting that someone might flip. Retention is configurable by the organisation, with a minimum of thirty days under the custom retention option, and a zero-data-retention arrangement exists for API use under a separate agreement. The sub-processor list is published on the Trust Center and the DPA will say how you are notified of changes and whether you can object. Read that clause with your data protection officer, because objection rights are where DPAs differ most.

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For organisations in the EU and the UK the DPA has to satisfy Article 28 of the GDPR, which lists what a processor must promise: act only on documented instructions, keep confidentiality, assist with data-subject requests and breach notification, delete or return data at the end, and allow audits. International transfers to the United States rest on one of two mechanisms. The European Commission's adequacy decision for the EU–US Data Privacy Framework of 10 July 2023 covers transfers to certified US companies; the UK's extension to that framework, the "data bridge", took effect on 12 October 2023. Where a transfer falls outside the Framework, the 2021 Standard Contractual Clauses, or in the UK the International Data Transfer Agreement or Addendum, do the work, usually with a transfer risk assessment on file. Ask which mechanism the DPA relies on and record the answer.

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Then liability. Anthropic announced in December 2023 that it would defend commercial customers against copyright claims arising from authorised use of its services and pay resulting judgments or settlements, with conditions set out in the commercial terms. Check the conditions: indemnities usually exclude content the customer supplied or modifications made against the vendor's guidance. Check the general liability cap too, and whether data-protection breaches carry a higher one, because that is the clause your general counsel will ask about first. Note also what happens to your data at termination.

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Finally, renewal. An annual term with a seat minimum is a floor, not a forecast; make sure the notice period and the true-up rules are on your calendar, not just in the file. A contract read once, properly, is a contract you will not need to read again in a hurry.

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No. 18 · Ch 16 / 100

How Many Seats, and for Whom

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The question "how many seats" is really the question "who, in what order, and how will we know". Claude Enterprise is sold per seat on an annual commitment with a seat minimum, and since February 2026 the self-serve route offers a single seat type, so the arithmetic is simple; the planning is not. Two honest strategies exist. Give everyone a seat on day one, which treats the tool like email and removes the politics of who was chosen. Or build cohorts , which costs less at first and matches the way Anthropic recommends rolling out agentic features: one role, a monitoring window, then waves.

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Cohorts work when they map to something real. The cleanest unit is the identity directory group you already maintain, because Claude Enterprise provisions users through SCIM and can assign roles by group. A 4,000-person insurer might define its first wave as Claims Operations (420 people), Underwriting (180), Engineering (260), Legal and Compliance (45) and a cross-cutting champions group (60), each an existing Entra or Okta group. When the order form says 1,000 seats and the directory says 965 people in those groups, you have a reconciled plan and 35 seats of headroom. When the two numbers drift apart later, the audit log and the analytics by SCIM group will tell you where.

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Edge cases need decisions in writing. Part-time staff count as whole seats, so decide whether a two-day-a-week role gets one. Contractors and agency staff usually sit in a separate directory group with a shorter lifecycle; if they get seats, their offboarding must be as automatic as their onboarding, which is exactly what SCIM deprovisioning is for. Do not plan for external guests as a substitute for seats; check the current sharing settings before promising a law firm or agency anything. Service accounts for automation belong on the API, not on a seat.

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The strategic case for all-staff access is also real, and it comes from outside the vendor. The EU AI Act's Article 4 has required providers and deployers to ensure a sufficient level of AI literacy among staff since 2 February 2025; it is easier to meet when everyone can practise on a governed tool than when half the building uses a personal account at home. In Germany, the Works Constitution Act gives the works council a say over technical systems capable of monitoring performance, which means your seat plan and your analytics settings will be discussed together; plan the conversation early and bring the retention and audit settings with you.

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Growth is the last line. Seats usually true up at renewal or at agreed points; put the first review at day 90, when the pilot note is in and the quick wins have either spread or stalled. A roster of named groups with owners is a plan you can defend to finance, to security, and to the colleague who asks why they were not in wave one.

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No. 18 · Ch 17 / 100

Forecasting Usage Spend

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The per-seat fee is the easy half of the bill. The other half is usage , billed at API rates, and it depends on what people actually do: a few chats a day costs very little, while an afternoon of agentic Cowork sessions or a developer running Claude Code across a large repository consumes tokens by the million. Forecasting that half is a matter of profiles, model mix and guardrails, and the honest output is a range with a floor and a ceiling.

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Start by sorting your planned users into three profiles. Light users chat, summarise and draft: most of a claims team or a council's back office. Medium users work with connectors and Projects daily: analysts, communications staff, lawyers. Heavy users are developers on Claude Code and anyone running long agentic sessions. The distribution is usually skewed, with a small share of users generating most of the tokens, so do not multiply an average by headcount; estimate each profile separately, then add. Where you have a pilot, use its measured numbers, which the analytics dashboard breaks down by user and by SCIM group, and which the Enterprise Analytics API has exposed per organisation per day since February 2026.

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Model mix is the second lever. Opus-class models cost more per token than Sonnet, and Sonnet more than Haiku; the organisation can set model defaults and entitlements per role, and Efficient mode , which restricts the unified experience to Sonnet and Haiku with new sessions defaulting to Sonnet 5.5 at low effort, can be applied org-wide or per role. A forecast therefore needs a column for "which model, how often", and that column is also a policy decision: a council might run everyone in Efficient mode and lift the restriction for a named group; a software firm might do the reverse.

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The guardrail is spend limits. Claude Enterprise lets admins set limits at organisation, group and member level, with alerts to admins at 75 and 90 percent of a limit and to users at 75 and 95 percent, and users can request an increase. Pooled group budgets, announced in October 2026, let a department share a single allowance rather than policing individuals. A forecast built as a range, with the ceiling set as the hard limit and the floor as the committed expectation, is one that finance can book. How we know what people spent comes from the same place: the analytics views, the Analytics API feeding tools such as Datadog Cloud Cost Management, and the monthly invoice reconciled against both.

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Countries add frictions. A German firm will want group-level reporting aggregated enough to satisfy its works council; a UK public body will want the range on a single page for its spending control.

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Review the range monthly. Usage that rises is not a problem if value rises with it; usage that rises without a story is the only forecast failure that matters.

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No. 18 · Ch 18 / 100

Buying Through a Marketplace

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There are three ways to pay for Claude Enterprise, and the choice is mostly about whose budget line the money leaves and how fast procurement can move. The first is direct with Anthropic's sales team: an order form, an invoice and net payment terms, suited to larger organisations that want negotiated terms, a security review in parallel and a named account contact. The second is the AWS Marketplace listing, through which the subscription can be bought as a private offer and drawn down against an existing AWS spending commitment. The third, available since 12 February 2026, is self-serve online with a card, offering a single seat type and the standard terms, suited to a department or a smaller company that wants seats this week rather than this quarter.

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The marketplace route deserves explanation because it changes the procurement conversation. Many organisations have signed multi-year cloud commitments and are measured on consuming them; a marketplace purchase typically counts towards that commit, which can turn a new budget request into a reallocation inside an approved one. It also reuses a vendor procurement has already onboarded, so tax forms and banking checks are often done. The trade-offs are real too: the invoice comes through the cloud provider, the terms are standard unless negotiated as a private offer, and your Anthropic relationship still needs setting up for support and admin access. How we know the listing exists and how it behaves is the AWS Marketplace page itself and Anthropic's enterprise page; check both at purchase time, because listings and eligibility change.

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Seats and platform access are different purchases, and it helps to say so in the business case. Seats are for people: chat, Cowork, Claude Code, Design, the office integrations. Platform access is for software you build: Claude models through Anthropic's API, through Amazon Bedrock, through Google Cloud's Vertex AI, and, since late 2025, through Microsoft Foundry. The sister volume Agents in Production covers that side; here the point is that an organisation can hold both, often under the same cloud commit, and that automations belong on the platform side rather than on a human seat.

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Public bodies have their own doors. In the UK, Crown Commercial Service frameworks such as G-Cloud let councils and NHS bodies buy listed cloud services without a full tender; in the United States, federal agencies look for FedRAMP authorisation and often buy through resellers on GSA schedules; in the EU, contracts above the thresholds in Directive 2014/24/EU require a formal procedure, so the marketplace route does not remove the procurement law, only the paperwork around a known supplier. Ask your procurement team which door is open before promising a start date.

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Whichever door you choose, you end up in the same building with the same admin console. Buy through the door that is open, and spend your negotiating energy on the terms that matter, not the invoice address.

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No. 18 · Ch 19 / 100

Who Owns What

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The fastest way to stall a deployment is to let a small "AI team" own everything. They become the bottleneck for every connector request, budget question and nervous email from legal, and within a quarter the organisation concludes the tool is slow when it is the queue that is slow. A RACI chart, naming who is Responsible, Accountable, Consulted and Informed for each area, is the ordinary remedy. It is not glamorous, and it is exactly what ISO/IEC 42001 asks for in its clause on roles and responsibilities, and what the NIST AI Risk Management Framework means by its Govern function.

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Six areas cover most of a Claude Enterprise deployment. Settings: the capabilities page, model entitlements, retention, network controls. Connectors: which are approved, at what policy level, with which tool permissions. Skills and plugins: who publishes to the organisation's catalogue and who reviews third-party code. Budgets: spend limits, group pools, the monthly review. Training: AI literacy, role-specific sessions, the champion network. Incidents: what counts as one, who is called, how the audit log and Compliance API are used. For each, one person is accountable, a named team is responsible, and the others are consulted or merely informed.

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The sensible pattern spreads ownership along existing lines. IT owns settings and provisioning because it already owns identity. Security owns connector policy and incident response because it already owns both for every other system. The data owner in each department, not the AI team, approves connectors into that department's data, because the connector respects the user's existing permissions in the source system and someone must vouch for those permissions. Finance owns budgets. The people team owns training, with the champions responsible for delivery. The transformation lead is accountable for the programme and the use-case inventory, and is consulted everywhere, which differs from doing everything.

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Jurisdiction adds lanes. In Germany, the works council must be involved before a system capable of monitoring staff goes live, so analytics settings get a consulted party by law. In the EU, a data protection impact assessment is the DPO's responsibility under the GDPR, and the AI Act's deployer obligations add human-oversight duties for high-risk uses. In the US, a hospital group's privacy officer owns the HIPAA-ready configuration and the business associate agreement, which admins can now manage themselves. A UK council has a senior information risk owner who signs off the risk register. None of this is overhead; it is the chart telling the truth about where decisions already sit.

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How we know a RACI is working is the audit log: connector approvals granted by the right role, settings changed by named admins, budgets adjusted by finance. A chart that matches the log is governance; a chart that does not is a poster. Keep it to one page and review it when the organisation changes, not when something breaks.

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No. 18 · Ch 20 / 100

The Go or No-Go

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Every good programme has a moment when someone can still say no. The go or no-go meeting at day 30 or day 60 is that moment, and its quality depends on what was decided before the pilot began: the thresholds, the measures, the risks that had to be closed. If those were written down, the meeting is a reading of evidence. If not, it is a negotiation between the enthusiastic and the anxious, and the enthusiastic usually win, which is how a rollout nobody can explain begins.

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The gate pattern is older than software. Robert Cooper's Stage-Gate process, developed in the 1980s for new-product development, formalised the idea that a project passes through gates with defined deliverables and that "kill" and "hold" are legitimate outcomes. The UK government's Gateway Reviews, run since 2001 and now by the Infrastructure and Projects Authority, apply the same logic to public programmes with independent reviewers. Borrow the structure: a short pack, a fixed agenda, a decision recorded in writing with its reasons.

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Six questions make the pack. Did the pilot meet the thresholds, with the baseline shown beside the result and the comparison group if there was one? Are the named risks closed, meaning the security review signed, the DPA executed, the retention and network settings reviewed, and the connector policies set? Is the budget approved as a range with the spend limits configured as the ceiling? Is training ready, with the champions named and the first sessions scheduled? Are communications ready, including the AI policy people will actually read and the no-go list? And is the operating model in place, the RACI agreed and the incident path tested at least once? Each gets a green, amber or red, and a line of evidence: a dashboard screenshot, an audit-log extract, a signed document.

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Three outcomes are legitimate; the middle one is underused. Go means expand in the planned waves, with the next review date set. No means stop and record why, which is rare and honourable. Not yet is the useful one: the pilot taught something that changes the plan, such as a workflow that needs a connector not yet approved, a works council that has not finished its consultation, or usage that rose without a value story. A good "not yet" names the blocking items, gives each an owner and a date, and sets the next gate within four to six weeks. It is the system working. Timing matters: Anthropic's unified Claude experience turns on by default for existing Enterprise organisations on 16 November 2026 unless owners choose to keep it disabled, so a gate that falls near that date should decide the setting explicitly rather than inherit it.

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How we know the decision was sound is the record: pack, evidence lines and written outcome, filed with the business case. A year later the answer to "why did we do this" should be a page, not a memory. Decide, write it down, and go to the next gate.

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No. 18 · Ch 21 / 100

Single Sign-On

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Single sign-on is the first switch you throw, and the only one that makes every later switch mean anything. Until Claude trusts your identity provider rather than a password, a role is just a label on an account anyone could have created. With SSO, the account is your account: it exists because Okta, Microsoft Entra ID, Google Workspace or another SAML provider said so, it carries the groups that provider holds, and it stops working when that provider says stop. Anthropic's admin guide describes it in those terms.

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The mechanics are familiar if you have done this for Salesforce or Slack. An Owner or Primary Owner opens the identity settings, adds the company domain and proves ownership with a DNS TXT record (Anthropic's guide allows up to ten minutes for propagation and shows a Verified status when it lands). Then Setup SSO walks through the provider's own steps, Anthropic using WorkOS as the broker underneath. Only after a successful test login do you enforce SSO, which is a separate, explicit act. The guide is blunt about the order: enforce before testing and you can lock people out, including yourself. A user who is not assigned to the Anthropic app in the provider may simply be unable to log in.

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How do we know it works? Not from the green tick. A 2,000-person Dutch logistics firm I would describe as typical ran a one-hour test with four people in four roles, screenshots of each sign-in, and the audit log open beside them, before flipping enforcement at 07:30 on a Tuesday when the help desk was fully staffed. That is the evidence: the audit log shows the login events, and the help desk ticket queue shows what you missed. Decide now where the keys live. Only one Primary Owner exists per organisation, it uses a seat, and Anthropic's roles article says it may be a service account rather than a person. A named individual who leaves on holiday with the Primary Owner role is a risk you chose.

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Regulation differs by jurisdiction, but SSO helps everywhere. For a UK or EU organisation, enforced SSO is the practical control behind the GDPR's article 32 duty of appropriate security, and an item a DPIA will want evidenced. In Germany a works council will ask what the sign-in records reveal about individuals (BetrVG §87 covers tools that can monitor conduct), so decide now who may read login logs and why. In the US, SSO is table stakes for SOC 2 reviewers and for any HIPAA-ready configuration.

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The myth to retire is that SSO is an IT nicety you can add later. Later means after people have personal accounts full of work, and after domain capture (the next chapter) becomes an awkward conversation rather than a tidy migration. One domain, one provider, one enforced path in. Everything in this part of the book stands on that.

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No. 18 · Ch 22 / 100

Capturing the Domain

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Most organisations discover, on the day they verify their domain, that Claude already has dozens or hundreds of accounts on it. People signed up with work email for a free trial, a Pro subscription paid on a personal card, a Max plan expensed quietly. Domain capture is the process by which an Enterprise admin finds those accounts, claims them and brings them into the organisation. Anthropic's support article calls it claiming and migrating accounts on your domain, and it is Enterprise-only: a Team plan can verify a domain and block new personal sign-ups, but cannot claim existing ones.

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The prerequisites are strict and all four must hold: organisation creation on the verified domain is restricted, DNS verification is complete, SSO is actively enforced rather than merely configured, and JIT or SCIM provisioning is on. Then, under Organization settings, Organization and access, Security, an Owner toggles Migrate accounts using your domain. The guide says plainly that this is one-way. Before confirming, you see a preview of every affected account with its plan type, creation date and last-active date, a CSV export, and a flag for whether each person is in your identity provider. Read that flag carefully: anyone missing from the provider will be locked out, so add them first.

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From confirmation the clock runs for thirty days, one deadline for the whole claim rather than a timer per person, and it cannot be lengthened. Each person is told immediately by email and by an in-product banner, and chooses: merge and join, which brings chats, projects, files and memory into a new Enterprise account, or join fresh. At the deadline, unmigrated personal accounts are deactivated, paid Pro and Max subscriptions are cancelled with a prorated refund, and anyone who never chose gets a fresh account with their old data emailed to them. HIPAA-ready and CMEK organisations are the exception: people may only join fresh, and nothing transfers.

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The human side decides whether this feels like rescue or confiscation. A UK university that had grown 600 stray accounts across departments wrote to each person three times: what is happening, what you keep if you merge, and the date. A German manufacturer's works council wanted assurance that migrated chats would not be read by managers, which the retention and audit-log settings (Part 4) answered in writing before the toggle was touched. In the US, the finance team mostly wanted the expensed subscriptions to stop, which the automatic cancellation handles.

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Two details catch people. A claim covers only the domains verified when it starts, and only one claim runs at a time, so verify every domain and subdomain first or you will wait another month. And subscriptions bought through Apple's App Store are not cancelled for you; those users must do it themselves. Capture is not a punishment for using Claude early. It is the moment the organisation says: your work is our work, and we will keep it safe.

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No. 18 · Ch 23 / 100

SCIM and Just-in-Time

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Provisioning is the difference between an organisation that knows who has Claude and one that hopes it does. Anthropic offers five modes in Organization settings, Organization and access, User provisioning: Invite only (the default), just-in-time (JIT), JIT with group mappings, SCIM directory sync, and SCIM with group mappings. The choice decides how joiners get in, how movers change role and how leavers go out. That lifecycle, joiner-mover-leaver, is the oldest idea in identity management, and Claude's admin guide maps onto it cleanly.

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JIT creates the account the first time a person assigned to the Anthropic app in your identity provider signs in. It never removes anyone by itself: an unassigned user cannot log in but keeps a seat until an admin removes them. SCIM, the System for Cross-domain Identity Management (RFC 7643 and 7644, published in 2015), creates and removes accounts from the provider's assignments without anyone logging in, and is available on Enterprise and Console organisations but not on Team. Anthropic's guide says not to run both at once; if both are active, SCIM wins. With group mappings on either mode, roles come from groups, a person in several mapped groups gets the highest role, and the Primary Owner is exempt from reconciliation.

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The provider matters more than the protocol. Setup guides exist for Okta, Microsoft Entra ID, Google, OneLogin and JumpCloud, with other providers through WorkOS. Entra ID pushes SCIM changes only every forty minutes, so a leaver removed at 09:00 may still have access at 09:35, which your offboarding runbook should state rather than discover. For custom roles under SCIM, the guide prescribes two passes: save with group mappings off, let the sync finish, attach the synced groups to roles, then enable mappings. Skip a pass and people land with no permissions at all.

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How do we know it is working? The Members page and the provider should agree, and the audit log shows each provisioning event. A 4,000-person insurer in Zurich reconciles the two weekly with a script against the Admin API and treats any difference as an incident. A US hospital network on a HIPAA-ready configuration uses SCIM because its HR system already drives Entra ID, so a termination in Workday reaches Claude without a ticket; note the welcome-email toggle is hidden for HIPAA, CMEK and FERPA organisations.

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The myth is that JIT is the lazy option. It is the right option for small organisations with a tidy provider and a disciplined leaver process, and it costs nothing. It becomes the wrong option the day you cannot name who removes leavers by hand. Groups are also how you run rollout waves: a pilot group this month, a department next, each mapped to a role. Provisioning is not plumbing. It is the organisation chart, made executable.

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No. 18 · Ch 24 / 100

Owners, Admins and Members

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Claude Enterprise ships with four built-in roles and one escape hatch. The roles, per Anthropic's roles and permissions article, are User , Admin, Owner and Primary Owner , each a superset of the one below. A User creates and modifies chats and uses projects. An Admin also invites and removes members and, on Enterprise, views usage analytics. An Owner adds billing, integrations, capabilities, project sharing, SSO, audit logs, data retention and feedback settings, and may appoint or remove Admins and Owners. The Primary Owner, of which there is exactly one, can additionally request data exports and transfer primary ownership. The escape hatch is the Custom role, whose permissions come from groups rather than from the ladder.

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The ladder dates from the plan's launch on 4 September 2024, and by 2026 it was too coarse. A finance manager who needs to see invoices had to be an Owner, which also let them change retention. On 2 June 2026 Anthropic let custom roles hold admin permissions in specific areas without Owner status: Identity & Access, Billing, Analytics, Privacy, User Management, Libraries, Directory management and, later, Claude Design Admin. Each area is set to No access, Can view or Can manage, and applies to the whole area rather than to single pages. A beta Owner access switch grants a role all Owner admin permissions, and only Owners, Primary Owners or roles with Identity & Access set to Manage can enable it.

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How do we know who holds what? The Members page shows effective roles and exports a CSV; the audit log records every change of role. Anthropic's own guidance says to export that CSV before touching roles, migrate a pilot group first and keep a rollback plan. One trap the article names outright: Identity & Access at Manage can edit roles and groups, including its own, so a member with it can widen their own access. Reserve it for the people you would trust with the domain controllers.

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Least privilege is old doctrine, written into the US Department of Defense's Orange Book in 1985 and into every ISO 27001 statement of applicability since. What is newer is the two-person idea for an assistant platform. Claude does not enforce a two-person approval for role changes; the product has no such control today. So organisations build it in process: a 1,200-person Danish municipality requires a ticket approved by a second Owner before any Owner-level change,. A Singapore bank goes further and makes the Primary Owner a service account whose password lives in a vault with dual custody.

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The myth is that more Owners means more resilience. It means more people who can change retention, disable SSO or open external sharing on a bad afternoon. Two Owners who are awake, plus a vaulted Primary Owner and a handful of narrow custom roles, is a tenant you can explain to an auditor in one breath.

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No. 18 · Ch 25 / 100

Custom Roles and Groups

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A custom role in Claude Enterprise is a bundle of four things attached to one or more groups: capabilities, admin permissions, connector access and model access. Group-based role controls arrived on 9 April 2026; on 28 May 2026 roles gained control over which connectors, and which individual tools inside a connector, each role may use. Roles live under Organization settings, Roles, with tabs for Capabilities, Permissions, Connectors and Models; groups live under Organization settings, Groups. A member whose role is set to Custom gets only what their groups' roles grant. A custom member with no group has nothing.

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The rules of combination are worth memorising. Permissions are additive: a member in several roles gets the union, and no role can subtract what another grants. For features, four levels apply and the most restrictive wins: Anthropic's platform overrides, the organisation toggle, the role grants, then the member's own setting, which can only narrow. For connectors, the organisation-wide tool policy is a ceiling and the stricter of ceiling and role grant applies. For models, the organisation's Models page is the ceiling, access is additive, and the highest effort cap any role allows applies. Changes take up to fifteen minutes to land, and people may need to refresh.

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Design five or six roles, not fifty. A roster that keeps appearing: Everyone: chat, projects, artifacts, web search, memory per the organisation's policy, Sonnet by default. Engineering: adds Claude Code with cloud sessions and remote control, Cowork, GitHub and the ticketing connector, Opus with a high effort cap. Analysts and finance: adds Cowork and the Microsoft 365 connector with read tools only, and the Analytics area at Can view. Regulated work (legal, HR, clinical): a narrower set, connectors at Needs approval, no Chrome, memory off, and Privacy at Can view so they can see retention without changing it. Admin-lite: Billing or User Management at Can manage, no Owner status. Each maps to one identity-provider group, so joining the group is the whole onboarding.

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How we know this shape works is the audit log and the help desk. A 900-person Irish pharmaceutical company found that after moving from four Owners and ninety Users to six roles, access-related tickets fell to a handful a month, the number is theirs, not a benchmark. A French public broadcaster used the same six roles but mapped them to its works-council-approved categories, because in France the CSE must be consulted on tools that affect working conditions.

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The myth is that fine-grained roles are the secure choice. Fifty roles nobody can explain are a hiding place for stale access. Six roles you can draw on a whiteboard, attached to groups your identity provider already has, are a control. Anthropic's guidance to export the member CSV, pilot one group, and keep a rollback plan is not caution for its own sake; it is the difference between a role migration and an outage.

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No. 18 · Ch 26 / 100

The Capabilities Page

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Under Organization settings there is a page called Capabilities . It is the most consequential page in the tenant and the least dramatic to look at: a column of toggles for Chat, Memory, Web search, Claude Code, Cowork, Claude in Chrome, Artifacts, Design, Scheduled tasks and, since 23 October 2026, Chat and Cowork unified. Some have sub-toggles, such as Cloud sessions and Remote control under Claude Code. Owners and Primary Owners can change them; a custom role with Identity & Access at Manage can see them. Anthropic's custom-roles article explains the four-level precedence that gives the page its weight: a platform override from Anthropic sits above everything, then the organisation toggle, then role grants, then the member's own setting. If the organisation toggle is off, no role can grant the feature. If it is on, a custom-role member still needs a role that grants it, while Users,…

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Default-off is the posture that keeps you honest. Anthropic itself ships the unified experience off in existing organisations, with a date, 16 November 2026, on which it turns on unless Owners choose Keep disabled. Design, Docs and Slides arrived on Enterprise in beta on 16 September 2026 with the Owner required to enable them. Memory has been off by default for Team and Enterprise since 25 August 2026, with sensitive-topic memory opt-in. The product is telling you something: switch things on deliberately, one at a time, for a reason you can write down.

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So write it down. The audit log records configuration changes, but it records the what, not the why. A change log that pairs each toggle with a date, a name, a ticket and a sentence of rationale is what an ISO/IEC 42001 auditor, an EU AI Act article 4 literacy reviewer or a works council will actually read. A 3,000-person Canadian retailer keeps that log as a Project in Claude itself, shared with the organisation, so anyone can ask why Chrome is off for the stores and get the answer the Owner wrote in March.

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How we know the layers behave as described is cheap to test. Set a feature on at the organisation level, create a role without it, put a test account in that role, and observe. Then turn the member's own setting off and observe again. Ten minutes, and you have evidence rather than documentation, which is what the security questionnaire in Part 2 wanted all along.

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The myth is that an enabled capability is a decision made once. Anthropic adds toggles, renames them and moves some from beta to general availability every month; the page you reviewed in spring is not the page you have in autumn. Put a quarterly review in the calendar (Part 10 covers the ritual), and treat every new toggle as off until someone owns the reason for on. The Capabilities page is not where features live. It is where your intentions become settings.

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No. 18 · Ch 27 / 100

Who Gets Which Model

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Every Claude Enterprise seat can reach the whole model family: Haiku 5.5, Sonnet 5.5 and Opus 5.5 as of October 2026. Whether a given person should reach all of them is a question about work and money, and since July 2026 it is a question the admin console can answer. Model access , in beta under Organization settings, Models, works at two levels. The organisation level enables or disables each model for everyone, Owners included, and is the ceiling. The custom-role level grants a subset of the enabled models, sets an optional maximum effort per model from a gear icon, and sets the role's default model and effort. All models start enabled at both levels, so nothing changes until you decide. Haiku models are always available and cannot be disabled.

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Effort is the lever people underrate. Effort levels, low to max depending on the model, change how much reasoning a model spends on a request, and therefore its cost and latency. A role-level effort cap trims the top of the menu; the user simply does not see levels above it. Defaults matter more than caps: Anthropic's 2 July 2026 post on spend visibility makes the point that routine work should not start on the most expensive option, and lets admins set which model new conversations begin with in chat, Cowork and Claude Code. Role settings bind only members whose role is Custom; Users, Admins and Owners get every enabled model at any effort.

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Efficient mode is the blunt instrument. Switched on from the Models page for the organisation or from a role's Models tab, it restricts the unified Chat-and-Cowork experience to Sonnet and Haiku, and new sessions start on Sonnet 5.5 at low effort. It suits a front-line role whose work is drafting, summarising and looking things up, and a pooled group budget (Part 10) that must last the quarter.

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How do we know what a role needs? Not from job titles. The analytics by group (Part 10) show which models a group actually uses and what it produces; an Australian engineering consultancy found that its analysts used Opus for less than a tenth of requests and moved them to a Sonnet default with Opus available. The coverage boundaries are worth knowing: model access is enforced in chat, Cowork, Claude Code (CLI 2.1.196 or later, remote and desktop) and the office agents, but not yet in Claude in Chrome, Claude Design or Claude Security, per the support article. In Claude Code's CLI, a model must also appear in the availableModels list of managed-settings.json; Anthropic recommends using model access alone for consistent behaviour.

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The myth is that restricting models is how you save money. Defaults save money; restrictions mostly create workarounds. Give capable people the capable model, make the cheap one the starting point, and let the usage data tell you which you got wrong.

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No. 18 · Ch 28 / 100

The Edges of the Network

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Shadow AI is not a people problem. It is a network problem, and Claude Enterprise gives you two network-level tools for it. The first is tenant restrictions : your web proxy injects a header, anthropic-allowed-org-ids, carrying the UUIDs of the organisations allowed from that network, and Anthropic refuses any sign-in to an organisation not on the list. The second is IP allowlisting : Anthropic checks the source address of every authenticated request against CIDR ranges you supply, and blocks the rest. One keeps personal accounts off your network; the other keeps your accounts off other networks. They answer different questions and most organisations end up wanting both.

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Tenant restrictions, per Anthropic's support article, work with Zscaler ZIA, Netskope, Palo Alto Prisma Access, Cloudflare Zero Trust, Cato Networks or any HTTPS proxy that can inject headers, and require TLS inspection on claude.ai, api.anthropic.com, claude.com and anthropic.com. A user who tries a personal account sees a 403 permission error reading Access restricted by network policy, with the error code tenant_restriction_violation. The control covers web, desktop, API keys and OAuth tokens, and extends to artifacts and Claude Docs. Long lists split across up to ten header lines and 500 UUIDs, and the proxy must overwrite the header on every request rather than add it only when absent, or a crafted request slips through. Microsoft 365 and Google Workspace admins will recognise the pattern; it is the same idea as Entra ID tenant restrictions, first shipped in 2017.

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IP allowlisting is Enterprise-only and not self-service: you compile the ranges (offices, VPN exits, approved cloud egress) in IPv4 or IPv6 CIDR and send them to your Anthropic contact or Support. Miss a range and you lock people out. The allowlist covers chats, projects, artifacts, Docs and connected tools. It does not cover artifacts shared externally; to keep those behind it, turn off External sharing and outside email invitations under Organization settings, Artifacts.

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How do we know the edges hold? The proxy logs show the header being set; Anthropic's audit log shows the sign-ins that succeeded; the 403s show the ones that did not. A Spanish bank reports the count of tenant_restriction_violation errors weekly to its CISO as a measure of how much shadow use the control is absorbing. In Germany, the works council was consulted because the proxy logs name individuals, and the agreement limits who may read them. In the UK, the ICO's guidance on AI treats this kind of control as part of the accountability a data controller must show.

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The myth is that blocking is enough. Blocking personal Claude on the corporate network sends people to their phones on mobile data. The pairing that works is a closed door and an open one: tenant restrictions on the network, an enterprise seat for everyone who needs one, and a policy (Part 9) that says why. Walls are cheap. Doors are what people use.

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No. 18 · Ch 29 / 100

Devices and the Desktop App

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The desktop app is where Claude touches the machine: local folders, local MCP servers, desktop extensions, Claude Code and the Cowork virtual machine. It is also the one surface you can govern with the tools you already own. Anthropic publishes a set of MDM policy keys for Claude Desktop, applied on Windows through the registry under HKLM, SOFTWARE, Policies, Claude, and on macOS through a configuration profile for the domain com.anthropic.claudefordesktop. Only Team and Enterprise administrators can use them.

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Four keys do most of the work. forceLoginOrgUUID accepts a single organisation UUID, which pre-selects it, or an array of permitted UUIDs; sign-in with any other account fails, which is the device-side twin of the network control in the previous chapter. allowedWorkspaceFolders is a list of paths users may mount into Cowork, so a laptop can be told that only the Projects folder, never the home directory, is fair game. isLocalDevMcpEnabled, default true, switches local MCP servers off when set to false, and isDesktopExtensionEnabled with isDesktopExtensionDirectoryEnabled do the same for desktop extensions and their directory. Others cover Cowork (secureVmFeaturesEnabled), Claude Code, auto-updates with a one-to-seventy-two-hour enforcement window, and a default effortLevel for Claude Code sessions.

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The catch is the format. On Windows, forceLoginOrgUUID with several organisations must be a REG_SZ string holding JSON text, not a REG_MULTI_SZ; booleans are DWORDs of 1 and 0. On macOS the array is a string containing JSON. Anthropic's article says to restart the app after changes and to confirm them under Help, Troubleshooting, Generate Diagnostic Report. That report is also your evidence: a screenshot of it from a sample of machines is what you hand the auditor, alongside the MDM console's compliance view.

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Remote sessions add a second layer. A stolen session could in principle watch a developer's terminal from the web or a phone. Require Trusted Devices, an organisation setting introduced on 25 June 2026, means each new device must be verified before it can connect to a member's computer remotely, and the Remote control toggle, when off, stops web, mobile and scheduled tasks from using linked computers at all. Part 7 covers those links; here the point is that the toggles exist and deserve a decision.

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How we know the keys work is the diagnostic report and the MDM's own reporting, and Anthropic's article is explicit that a key set to false at machine level overrides the in-app extension allowlist, so leave the extension keys unset or true if you intend to use that allowlist. A Belgian hospital group disabled local MCP on clinical workstations and left it on for the data team, using two MDM profiles, after its DPIA found that local servers could reach patient files outside the connector controls. A Japanese trading house did the opposite and allowed extensions only from an internal directory. Both wrote the decision down. The desktop is not a loophole in the tenant. It is the tenant, extended to the keyboard, and it takes the same deliberate switches.

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No. 18 · Ch 30 / 100

Leavers, Movers and Audits

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Offboarding is where identity work is graded. The leaver is a Friday afternoon with HR, a laptop in a drawer and a question nobody has asked yet: what happens to the chats? Anthropic's support article on removed users answers most of it. Removing someone does not delete their account or data. Other members lose access to the leaver's chats, including snapshots shared with the organisation, and a shared link now says Conversation not found; the data remains in organisation exports. Private projects become unreachable to colleagues, so the leaver must grant edit access before they go. Projects shared with the organisation move to the Team tab; those shared with named people stay under Shared with me. Re-adding the same email restores their chats, projects and unshared skills.

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Memory is the exception worth underlining: Enterprise custom retention settings do not cover the memory of members who have left. Permanent deletion is a separate act, requested by an Owner to Support in writing, after the person is removed from the identity provider if SCIM is in use, and it cannot be undone. Under the GDPR a leaver may exercise rights over personal data in those chats, so your records-retention schedule needs a line for AI conversations, dated and owned.

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The mechanics are the SCIM chapter run backwards. Unassign in the identity provider and SCIM removes the account; under JIT with mappings the removal lands at the next login, and under plain JIT a human must act. Remove only in Claude and the person is re-added at their next SSO login, so the runbook says both places, every time, and notes Entra ID's forty-minute sync. Movers are the quieter risk: a transfer from engineering to sales should drop Claude Code and the GitHub connector, which group mappings do automatically and manual role assignment never does.

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Then the access review . Quarterly is the cadence auditors expect under SOC 2 and ISO 27001, and ISO/IEC 42001 adds the AI-specific question of whether each role's capabilities still match its purpose. Export the member CSV, list Owners by name, diff groups against HR, count custom-role members with no group, and read the audit log for role and capability changes since last time. A 2,500-person Dutch water utility does this in ninety minutes with two people and a spreadsheet; the Compliance API (Part 4) lets a larger organisation pull the same evidence into its GRC tool. The evidence is the log, the CSV and the signed-off diff, kept with the change log from the Capabilities chapter.

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The myth is that offboarding is an IT task. It is a records task, a legal task and a kindness: the colleague leaving should know what they can take, what stays and why. Write the three sentences now, while nobody is leaving. Control the process, which is yours; let the rest be what it is.

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No. 18 · Ch 31 / 100

What Happens to Your Data

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Start with the question every security questionnaire asks in its first paragraph: where does the data go? For a Claude Enterprise seat the honest answer fits on one page. A prompt leaves the browser, desktop or mobile app over an encrypted connection, lands in Anthropic's systems, is held encrypted at rest, is sent to the model for inference, and the response comes back the same way. If the person attached a file, the file follows the same path. If a connector is involved, Claude's servers fetch what the person is allowed to see in Google Drive or Microsoft 365 using a token that stays on the server side, and that content joins the conversation.

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How we know is the commercial contract and the Trust Center. Anthropic's commercial terms state that inputs and outputs from Enterprise customers are not used to train its models by default, and the Trust Center at trust.anthropic.com is where the SOC 2 report, the sub-processor list and the data processing addendum live. The privacy articles add two points worth repeating to colleagues: Anthropic staff cannot read your conversations by default, and the exceptions are explicit consent (the feedback button, which shares that conversation) and a Trust and Safety review when a usage-policy question arises, limited to designated people on a need-to-know basis.

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Geography is the part that differs by country. Anthropic says it may process data in the countries where it or its partners operate, and for transfers out of the EEA and the UK it relies on adequacy decisions and Standard Contractual Clauses. A 4,000-person insurer in Munich will have its works council ask exactly this, and the clean answer is the DPA plus the US-only inference toggle described in chapter 33, not a hand-wave about "the cloud". A UK council will put the same facts into its DPIA. A US health system will add the BAA.

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Three myths to retire. First, "Claude learns from our chats": not under the commercial terms, and memory (a per-user feature covered in chapter 43) is a store of context, not training. Second, "the data stays in our tenant": it does not; Claude Enterprise is a hosted service and your tenant is a logical boundary, which is why retention, keys and audit logs matter. Third, "a connector copies our drive into Claude": it reads what a person asks for, through that person's existing permissions, and the fetched text lives in the conversation under your retention rules.

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What this means on Monday is modest and useful. Write the one-page data-flow diagram yourself, in your own words, with the Trust Center documents attached. The people who approve this will trust a drawing they can check over a brochure they cannot.

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No. 18 · Ch 32 / 100

Retention You Choose

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By default a Claude Enterprise organisation keeps conversations until someone deletes them. Custom data retention turns that into a policy: a Primary Owner or Owner opens Organization settings, Data and Privacy, and sets a period, with 30 days as the minimum and each month counted as 30 days. Anthropic's admin article on retention controls, updated for the unified experience in October 2026, is the source for everything that follows, and it is more precise than most people expect.

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There are three clocks, not one. A chat's clock runs from its most recent activity, including any cloud session Claude started from it. A project's clock is reset by sending a message, creating a chat, editing knowledge files or instructions, changing sharing, or starting a cloud Cowork session from it; merely viewing the project does not reset it, and projects are kept indefinitely unless you set a project period. An artifact's clock runs from the last time anyone opened or edited it. The hierarchy matters: a chat inside a project follows the project's period, deleting a project deletes its chats, and an artifact published with a public link is not deleted by the artifact period at all. Research reports and some older artifacts go with their chat.

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Deletion is a cascade and a schedule, not a moment. When a period ends the data is removed from back-end systems and cannot be recovered. If you shorten a period, everything now out of range is queued for permanent deletion the moment you save, handled by a daily background process that can take several days; the article warns you not to rely on that delay to reverse a mistake. Content flagged by Trust and Safety, or held because the law requires it, may be kept longer. Every change to the retention setting, and every deletion event, is written to the audit log, which is how you prove the policy ran.

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Know what the setting does not touch. Cowork cloud sessions a member starts directly, scheduled tasks and their runs, Cowork history on a member's own computer, the memory of departed members and transcripts from products outside chat and Cowork, such as Claude Code, follow their own rules. Standalone Claude Design and anything that runs Claude Code in the cloud are also excluded. Retention is a deletion policy, not a preservation one: if a US broker-dealer must keep business communications for years under SEC Rule 17a-4, or a German firm must meet GoBD, the answer is to capture through the Compliance API into a system of record before the clock runs, not to set retention to forever.

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Pick a number you can defend to both a regulator and a works council. For most organisations that is somewhere between 90 days and a year, written down with the reason.

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No. 18 · Ch 33 / 100

Keys and Residency

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Two controls answer the question that board members ask after the data-flow page: can we hold the key, and can we keep it in one country? Customer-managed encryption keys (CMEK) and US-only inference are the answers, and both come with limits you should read before you promise anything.

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CMEK works the way it does in Google Workspace or Salesforce. Your organisation creates a key in its own AWS KMS, Google Cloud KMS or Azure Key Vault, and Anthropic uses that key to encrypt certain Claude data at rest, chats, projects and files among them. Every operation Anthropic performs with the key appears in your cloud provider's audit log, which is the evidence an auditor wants. Disable the key and Claude cannot read that data until you re-enable it; delete the key and nothing can bring the data back. The documentation is candid about three constraints: once attached, a key cannot be removed or replaced; only data written after the key takes effect is protected; and CMEK is switched on by your Anthropic account team for eligible Enterprise organisations, with an Owner or Primary Owner doing the configuration. Expect side effects. The audit log Export button is unavailable to…

Paragraph 2 of 4 · No. 18 · Ch 33 / 100

US-only inference is simpler. A Primary Owner, Owner or a custom role with the Privacy permission set to Can manage opens Organization settings, Data and privacy, and turns on the toggle. From then on model inference, the processing that generates a response, runs on servers located in the United States across every Claude app, including Claude Code and the desktop app, and including background jobs such as conversation titles and memory. It does not change where data is stored, it does not cover what a connector such as Slack or Google Drive does on its own infrastructure, and it is available on usage-based Enterprise plans only, with a usage premium on the newer models. Organisations whose contract already required US routing find the toggle on and locked.

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Residency means different things in different places. For a US federal contractor, US-only inference plus a FedRAMP-authorised cloud route is the conversation. For an EU or UK buyer the control on the Enterprise plan is US-only, not EU-only, so the GDPR position rests on the transfer mechanism, adequacy decisions and Standard Contractual Clauses, and on the DPIA, not on a regional data centre. A Swiss private bank will add its own banking-secrecy analysis; a German insurer will take the key question to its works council, because a key the company holds is also a key the company can use.

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Hold the key if your policy requires it, and know that holding it makes you responsible for it.

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No. 18 · Ch 34 / 100

Audit Logs

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An audit log is the difference between believing your settings and proving them. On Claude Enterprise it is an Enterprise-only feature, and Anthropic's admin article on accessing audit logs describes it plainly: an Owner or Primary Owner opens Organization settings, Data and Privacy, presses Export logs, and receives an email with a download link that expires 24 hours after it is sent. Each export covers the past 180 days. Chat and project titles and content are not included, only their identifiers, so the log tells you who did what and when, never what was said. Primary Owners can export chat content separately through a data export, and organisations using customer-managed keys use the Compliance API because the Export button is unavailable to them.

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Each record has the same shape. There is a timestamp, actor information, an event name, event details, the entity acted on, and, when available, an IP address, a device identifier, a user agent and a client platform for the mobile apps. The entities are accounts, invites, projects and their documents, conversations, files and SSO connections. The events fall into families you will recognise from any SaaS log: authentication (SSO, Google and Apple sign-ins, magic links, sign-out), account changes, project creation, deletion, renaming and visibility changes, organisation membership (invites sent, accepted, rejected, users removed), SSO and provisioning (SSO toggled, connections added or deactivated, JIT toggled, domain verification), data exports including whether Anthropic initiated them, file uploads and conversation creation, renaming and deletion. Changes to retention and to the…

Paragraph 2 of 4 · No. 18 · Ch 34 / 100

How we know it is enough is the standard you are audited against. ISO/IEC 27001:2022 control A.8.15 asks for logs that are produced, stored, protected and analysed; SOC 2's monitoring criteria ask much the same; the GDPR's accountability principle asks you to demonstrate compliance, not assert it. A quarterly access review at a UK university, for example, takes the export, joins it to the HR leavers list and confirms that each leaver's last sign-in precedes their leaving date. An investigation at a Canadian bank starts from a conversation identifier in the log, then pulls the content through the Compliance API under legal supervision.

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Three practical rules. Export on a schedule, because 180 days is a window, not an archive; a monthly job into your SIEM or a locked share is enough. Decide who may read it, because in Germany a log that can show when each person worked is a monitoring tool under BetrVG §87, and in France the CNIL expects proportionality. And read it occasionally with no incident in mind, which is when you notice the Owner account that signs in at 03:00 from an unexpected country.

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The log is not surveillance of your staff. It is the receipt for your own decisions.

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No. 18 · Ch 35 / 100

The Compliance API

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If the audit log is the receipt, the Compliance API is the filing cabinet with a door you can automate. It gives an Enterprise organisation programmatic access to its activity feed, its conversation content (chats, uploaded files, projects and attachments), its session transcripts and its directory data, through endpoints under api.anthropic.com/v1/compliance. Anthropic's developer documentation and the admin article on integrations are the sources, and both were refreshed when Anthropic announced partner integrations on 21 May 2026.

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The scope is wider than people assume. Session transcripts cover local sessions captured while a member is signed in with the Enterprise account, which means Cowork, Claude Code, Claude Science, Claude for Microsoft 365, the Google Docs, Sheets and Slides add-ins and Claude in Chrome, plus remote sessions, the Cowork work that runs in Anthropic's cloud sandboxes. Prompts and responses, tool calls, and skills and artifacts appear as transcript text. Anthropic explicitly recommends the Compliance API over OpenTelemetry for retrieving Cowork and Claude Code session content, and the API also covers conversations in the unified experience with existing keys. Directory data includes organisations, users, roles, groups and each organisation's effective settings, which is the configuration evidence chapter 40 will want. One more capability deserves a second look: the Compliance Access Key can…

Paragraph 2 of 4 · No. 18 · Ch 35 / 100

Switching it on is a Primary Owner act, under Organization settings, API; Owners can see the page but not the toggle, and Admins cannot see it at all. Keys are scoped, and the activity feed is available to any key holding the read activities scope. All compliance endpoints share a budget of 600 requests a minute per parent organisation, with remote sessions carrying a second budget on top. This is a pull model: you ask, it answers, after the fact. For a control that acts before a prompt reaches the model, Anthropic points to inference hooks, which are a different product.

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The partner list is where the use cases sit. At the May 2026 announcement the integrations numbered in the dozens; the support page now lists well over a hundred, grouped into DLP, SASE, data security, SIEM, identity, eDiscovery, AI security posture management and observability. Microsoft Purview, Netskope, Zscaler, Cyberhaven and Varonis cover data loss prevention; Splunk, Datadog, Elastic and CrowdStrike cover the SOC; RelativityOne covers eDiscovery; Smarsh and Theta Lake cover communications supervision for firms under FINRA and SEC recordkeeping rules; Vanta, in beta, maps evidence to frameworks. A UK solicitors' firm will care about the eDiscovery column. A Frankfurt bank will care about supervision. Both will take content capture to the works council or the DPO first, because reading transcripts is reading people's work.

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Use it to answer questions you can state in advance. A compliance feed nobody has a question for is just another copy of the data.

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No. 18 · Ch 36 / 100

Telemetry and the SOC

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Your security operations centre already drinks from a hundred firehoses, and it will ask for one more. Claude Enterprise obliges through OpenTelemetry : an admin sets an OTLP endpoint, a protocol (HTTP with JSON or protobuf) and headers such as a bearer token under Organization settings, Cowork, and from then on structured events stream to your collector. Nothing flows until the endpoint is configured, which is the first thing to tell a nervous privacy officer. Anthropic's article on monitoring Cowork activity with OpenTelemetry is the source; Claude Code has its own, long-established telemetry, which the sister book covers.

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The events are the ones a SOC can actually use. User prompts, recorded without their text unless content capture is on. Tool and MCP invocations with the tool name, success or failure and execution time. File access on connected folders. Which skills and plugins a session used. Approval decisions, whether a person approved, rejected or the action was automatically permitted. API requests with the model, token counts, estimated cost, duration and errors. A shared prompt identifier ties every event from one prompt together, so a detection rule can say: a prompt that read a connected folder, then called an MCP tool, then sent a request with an unusually large output, within one minute. Any standard collector works, with Splunk, Cribl, Elastic, Datadog and Honeycomb given as examples, and a collector can fan out to several destinations.

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Content capture is a device policy, not an admin toggle, which is the clever part. The otlpContentCapture key is deployed through your device management tool, and prompt text, responses and tool inputs are off by default in current desktop versions. Email addresses, folder paths and API error messages are always included, and errors can echo parts of the request, so filter at the collector. Coverage has edges: the content policy applies to Cowork sessions started from the desktop app, local or cloud; sessions started on the web or mobile, scheduled cloud tasks and chats moved to the cloud in the unified experience carry metadata only.

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This is where the EDR blind spot lives, and chapter 70 returns to it. Cowork runs code in a virtual machine on the device or in a cloud sandbox, and your endpoint agent cannot see inside either. OpenTelemetry is the replacement view, and Anthropic's advice is explicit: for the content of Cowork and Claude Code sessions, prefer the Compliance API; use OpenTelemetry for the live stream. The two run in parallel. A SOC in Singapore will wire the stream into its existing MITRE-mapped rules; a SOC in Germany will run metadata only until the works council has agreed what content capture is for; a US SOC will add the cost field to its FinOps dashboard, because the same event that shows an anomaly also shows what it cost.

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Telemetry is a view, not a verdict. Decide what you would do with an alert before you create the alert.

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No. 18 · Ch 37 / 100

Health Data and HIPAA

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A hospital does not ask whether Claude is "HIPAA compliant", because no product is; it asks whether Anthropic will sign a Business Associate Agreement and which features the agreement covers. Since 12 January 2026 the answer for Claude Enterprise has been yes, with a HIPAA-ready configuration, and since 14 July 2026 a Primary Owner can manage it without a sales call: open Organization settings, Data and privacy, turn on HIPAA compliance and accept the BAA. A separate step applies the HIPAA configuration to Claude Code and Cowork in local mode. Anthropic's support article on BAAs for commercial customers is the source, and it is organised as three columns that every covered entity should copy into its own policy.

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Column one, covered: chat, projects and artifacts within chat, file creation and code execution without network access, voice, web search, research, and Cowork on the desktop once the configuration is applied. Column two, available but not covered, which means the feature works and PHI must stay out of it: skills, connectors and MCP servers, Enterprise search, Claude in Chrome and Claude for Microsoft 365. Column three, not available under the configuration at all: Cowork in the cloud, Dispatch, and the beta Design, Slides and Docs products; in local mode, also cloud sessions, the mobile app, Remote Control, Claude Security, session sharing links and the skip-all-approvals mode. The covered models require 30-day data retention and are not available with zero data retention unless Anthropic authorises it, and the unified Claude experience is not yet offered to HIPAA-ready organisations,…

Paragraph 2 of 4 · No. 18 · Ch 37 / 100

How we know it holds is the audit trail, not the contract. The Compliance API captures local-mode sessions and keeps them readable for up to 30 days, and the configuration pushes several surfaces, such as transcript export and third-party crash reporting, off entirely. A US regional health system with 11,000 staff would, in practice, enable the configuration, restrict connectors by role, and run a 60-day pilot in a clinical documentation team with a privacy officer sampling conversations through the API. That sample is the evidence for the risk analysis the HIPAA Security Rule requires.

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Outside the United States the vocabulary changes but not the discipline. In the UK and the EU, health data is special category data under article 9 of the GDPR, a DPIA is mandatory for large-scale processing of it, and an NHS trust will add the Data Security and Protection Toolkit and the DTAC assessment for any clinical tool. In Germany, §203 of the criminal code binds doctors to professional secrecy and shapes what any cloud processor may see. In France, hosting health data demands HDS certification of the host. None of these is a BAA, and a BAA satisfies none of them.

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The myth is that a signature makes you compliant. The configuration, the columns and the pilot evidence do; the signature just makes it possible.

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No. 18 · Ch 38 / 100

GDPR, DPIAs and the AI Act

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Two European laws govern a Claude rollout, and they ask different questions. The GDPR asks whether you may process personal data this way; the EU AI Act asks whether the AI system is used responsibly. Treat them as one project with two checklists, starting with the older one.

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The GDPR checklist begins with a data protection impact assessment. Article 35 requires one where processing is likely to pose a high risk, and the ICO's guidance says new technology applied to personal data at scale usually qualifies; most organisations should simply do one. The DPIA records the lawful basis (for staff use, typically legitimate interests, with the balancing test written down), the article 28 processor terms, which Anthropic provides through its data processing addendum, the international transfer mechanism, the retention period you chose in chapter 32 and the security measures from the rest of this part. It also records what you will not do: Anthropic's documentation makes clear that transcripts can be read through the Compliance API, and the ICO's 2023 guidance on monitoring workers expects you to tell staff what is captured and why. In Germany, BetrVG §87(1) no. 6…

Paragraph 2 of 4 · No. 18 · Ch 38 / 100

The AI Act runs on a timetable. It entered into force on 1 August 2024. On 2 February 2025 the prohibited practices and the article 4 AI literacy duty took effect, the duty that chapter 79 turns into a training plan. On 2 August 2025 obligations for general-purpose AI model providers began, which is Anthropic's problem rather than yours. On 2 August 2026 the article 50 transparency duties apply, including telling people when they are interacting with an AI system. The high-risk obligations were due the same day, but in May 2026 the EU institutions reached a provisional agreement on the digital omnibus that moves the stand-alone Annex III deadline to 2 December 2027 and the embedded-product deadline to 2 August 2028; the new dates take legal effect only on publication, so check the Official Journal before you plan around them.

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For an organisation deploying Claude the operative article is 26, the deployer duties: use the system per the provider's instructions, assign human oversight to people with competence and authority, keep the logs the system generates, and, before putting a high-risk system into service at a workplace, inform the workers' representatives. A Dutch municipality using Claude to draft benefit letters, a Spanish bank using it to summarise loan files, or a Polish recruiter using it to screen CVs is in Annex III territory and should build the file now. The United Kingdom has no AI Act; it relies on the UK GDPR, the ICO and sector regulators, lighter on paper and no lighter in practice.

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Do the DPIA, keep the logs, tell the people. The law will move its dates; those three duties will not.

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No. 18 · Ch 39 / 100

A Threat Model for Assistants

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An assistant that reads documents, browses the web, calls connectors and runs skills has an attack surface no chatbot had. The useful frame is the OWASP Top 10 for LLM Applications , 2025 edition, which is the consensus list security teams already use. Four of its entries do most of the work for a Claude Enterprise deployment: prompt injection (LLM01), sensitive information disclosure (LLM02), supply chain (LLM03) and excessive agency (LLM06). Think of them as four ways in or out, with one gate.

Paragraph 1 of 4 · No. 18 · Ch 39 / 100

Entry is prompt injection. A web page, a PDF, an email or a CRM row can contain instructions aimed at the model rather than the reader: ignore the user, send the file to this address. How we know this is real rather than theoretical is Anthropic's own disclosure when it piloted Claude in Chrome in August 2025: on a set of 123 adversarial cases the attack success rate was 23.6% before mitigations and 11.2% after, with site-level permissions and action confirmations as the controls. The number to carry is not 11.2; it is that a vendor measured it, published it and did not claim zero.

Paragraph 2 of 4 · No. 18 · Ch 39 / 100

Reach is excessive agency: a connector with more permissions than the task, a Google Drive that exposes the whole company, an MCP server with write tools nobody reviewed. Connectors inherit the person's own permissions, and custom roles can allow or block individual connector tools. Supply is skills and plugins. Since 2 October 2026 Enterprise organisations scan third-party skills and plugins by default when they are uploaded or edited, with a Pass, Warn or Fail verdict, a banner that must be acknowledged, and an Allow anyway override reserved for Owners and roles that can manage libraries, applied per version. The article is honest about the edges: it looks for malicious intent, not bugs; it does not scan MCP servers; and it is not available with CMEK, ZDR or the HIPAA configuration. Exit is exfiltration, and the control is network egress, off by default in Enterprise cloud sessions,…

Paragraph 3 of 4 · No. 18 · Ch 39 / 100

The gate is approval. Every tool action a Cowork or unified session wants to take is approved by a person unless the organisation has allowed it in advance, and the Always allow and Skip all approvals settings are where convenience and risk trade. A Tokyo trading house I would describe as careful keeps Skip all approvals disabled org-wide and allows a short list of read-only tools; a London agency allows more and accepts that a designer may approve something odd on a Friday. Both are defensible if written down. Map each pillar to a named control, a named owner and a log that shows it worked, and you have a threat model an auditor can read.

Paragraph 4 of 4 · No. 18 · Ch 39 / 100

Assume the document is hostile, the connector is too wide and the skill is unreviewed. Then switch on the controls that make those assumptions cheap.

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No. 18 · Ch 40 / 100

Certificates and Evidence

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A certificate proves that someone else checked something, once, within a scope. That is valuable and it is limited, and a good auditor knows both. Anthropic's commercial products carry SOC 2 Type I and Type II attestations, ISO/IEC 27001:2022 for information security management and ISO/IEC 42001:2023 for AI management systems, which Anthropic obtained in January 2025 as one of the first model developers to do so, plus the HIPAA-ready configuration from chapter 37. The support article on certifications and the Trust Center at trust.anthropic.com are where you request the reports; the SOC 2 report is under NDA, the ISO certificates are public. For government buyers, the route is usually a FedRAMP-authorised cloud, such as AWS GovCloud through Bedrock, rather than the Enterprise plan itself, and a UK public body will ask about Cyber Essentials and G-Cloud listing for its own procurement,…

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What a certificate does not prove is your configuration. SOC 2 says Anthropic's controls operated for the audit period; it says nothing about whether you enforced SSO, set retention, restricted connectors or left Skip all approvals on. ISO 42001 says Anthropic runs an AI management system; it does not say your organisation has an AI policy, an inventory or an impact assessment, which are the things ISO 42001 would require of you if you sought it yourself, which chapter 99 treats. This is the shared-responsibility line every cloud auditor draws.

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So build your own evidence pack, and keep it boring. Layer one is Anthropic's documents: the SOC 2 report, the ISO certificates, the DPA, the sub-processor list and the BAA if signed, each dated. Layer two is your configuration: the directory and effective-settings output from the Compliance API, or dated screenshots of the Capabilities, Data and privacy, Connectors and Plugins and skills pages. Layer three is your records: the DPIA, the AI policy people signed, the training register for the article 4 literacy duty, the monthly audit-log exports and the works-council agreement where one exists. Layer four is the measurement: the pilot results, the usage analytics and the incident log, including the day nothing happened. An ISO 27001 auditor in Stockholm, a SOC 2 reviewer in Austin and a BaFin examiner in Frankfurt will each start at a different layer, and each will find what they need.

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How we know this works is the evidence of audits themselves: the findings that bite are almost never "the vendor lacked a certificate" and almost always "the customer could not show the setting". NIST's AI Risk Management Framework, with its Govern, Map, Measure and Manage functions, is a useful spine for the pack if you want one that is not a certification.

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Certificates open the door. Your settings and your records are what you are judged on once inside.

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No. 18 · Ch 41 / 100

Projects as Shared Rooms

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A project is the simplest way to give Claude standing context without pasting it in every time. You make a room, put the reference documents on the shelf (knowledge files), pin the house rules to the door (project instructions), and decide who holds a key. Every chat that starts in that room sees the same files and the same instructions, and nothing else from the rest of the organisation leaks in. On Team and Enterprise a project can stay private to its members or, if an Owner has allowed it, be shared with the whole organisation, with each member set to Can view or Can edit. The Projects page shows three tabs: Your projects, Organization, and Shared with you.

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How we know is the admin guide on support.claude.com, which also carries a detail people miss: when a project's knowledge nears the context limit on a paid plan, Claude switches to a retrieval mode and pulls the relevant passages rather than reading everything. That is why a project with forty policy PDFs can still answer, and also why a lean, curated shelf answers better. The guide dates project sharing and permissions to August 2025, and project memory, where each project keeps its own memory separate from other projects, to 2026, with a Use account memory switch on the project page if you want the room sealed.

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The working rule is one project per team process, not one per team. A 4,000-person insurer in Zurich runs a project called Motor Claims Letters: the claims-wording standard, twelve model letters, the regulator's plain-language guidance, and an instruction to write at reading age twelve in German, French and Italian. A university research office keeps Grant Costing: the funder's eligible-cost rules and the institution's overhead rates, shared with the organisation so any principal investigator can use it. A city council in Ohio has Public Records Requests, with the state statute and the council's response templates, private to the four clerks who answer them.

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Hygiene is what separates a useful room from a cupboard. Give each project a named owner and a review date; archive rather than delete when a process ends, because archiving keeps members, permissions and knowledge; and keep personal data out of shared projects unless the DPIA for that process says it belongs there. In the EU this is where a works council will ask who can see what, and the honest answer is the member list on the project page.

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People confuse projects with skills. A project is a place with a door: context plus members. A skill is a procedure that travels with the person who invokes it, wherever they are. Put the facts of a process in the project and the method in a skill, and both stay small.

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A room with a named owner and a dated shelf is context; everything else is clutter.

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No. 18 · Ch 42 / 100

Artifacts and Sharing

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An artifact is the thing Claude makes rather than says: a document, a slide deck, a working app, a dashboard, a Claude Doc. In an organisation the question is never whether people will make them but where they will go afterwards. Anthropic's sharing article for artifacts, dated 23 September 2026, draws four circles. Private is the default; nothing leaves until the maker shares it. Organisation sharing lets you give an artifact to named people, to groups (Enterprise only) or to everyone in the tenancy, at Can view, Commenter or Can edit. Anyone with the link extends it to any signed-in Claude user, but only if an Owner has turned on External sharing, and an artifact that connects to your apps or calls Claude cannot use that option at all. Email invitations (in beta) reach up to fifty people outside the organisation per artifact; pending invitations lapse after thirty days.

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How we know is partly that article and partly the setting page itself: under Organization settings > Artifacts sits Email invitations outside your organization, on by default for Team and off by default for Enterprise. That asymmetry is deliberate and worth copying into your policy: a 300-person agency wants to send a prototype to a client on Friday; a bank does not want anything leaving by default. Chats on Team and Enterprise can be shared only inside the organisation, never publicly, and a shared chat is a snapshot that stops at the moment of sharing. With the unified Claude, two further switches, Share chats and Share cloud sessions, decide whether conversations and sandbox sessions can be shared at all.

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Three scenes. A pharmaceutical affairs team in Copenhagen builds a medicines-shortage dashboard as an artifact; because it pulls from a connector, it cannot be given a public link, which is exactly right. A Welsh housing association's communications lead shares a tenant-letter template with the organisation at Can edit so every office improves it, then archives the project when the campaign ends. A US federal contractor finds, during an audit, that External sharing was on since the pilot and that four artifacts had links in the wild; the fix was one switch and a review of the four.

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Retention is plainer than people fear. Deleting an artifact removes access for everyone invited; switching one to Only you on Team and Enterprise removes outside invitees; unpublishing a legacy chat artifact permanently deletes its stored data and it cannot be republished. If the maker leaves, their pending invitations die, though people who already accepted keep access, which is why leaver checklists should include artifacts.

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When should public sharing be off? When your sector regulator would ask you to prove where a document went and you could not. Otherwise leave it on for the roles that need it, through a custom role, and keep the default off for everyone else.

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Sharing is not a feature to fear; an unrecorded default is.

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No. 18 · Ch 43 / 100

Memory and Incognito

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Memory is Claude's record of what it has learned about a person across their chats: their role, their projects, how they like things written. Anthropic brought it to Team on 11 September 2025 and to Enterprise a week later, and then, on 25 August 2026, changed the default: memory is now off for every Team and Enterprise member until they turn it on, and an Owner must first make it available under Organization settings > Capabilities. Sensitive topics (health, religion, politics and the like) are never remembered unless the user separately switches on Include sensitive topics in memory, and even then Claude shows a notice each time it saves one. Some things are never saved at all: government identification numbers, criminal history, financial account numbers, immigration status.

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How we know is the memory article on support.claude.com and the audit log, which records the moment an Owner turns organisation-level memory on or off. Three facts from that article matter to an administrator. Owners cannot read or edit a member's memories. Turning organisation memory off deletes every member's memory entries at once, so announce it before you do it. And memory is not offered to organisations on HIPAA or public-sector agreements, which settles the question for a hospital trust before anyone asks it.

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Incognito is the ghost icon in the top right of a chat. An incognito chat adds nothing to memory, is not saved to history, and will not be found by Search past chats later. It is not a privacy cloak against the organisation: on Team and Enterprise, incognito chats still appear in data exports and follow the retention policy, kept for at least thirty days. Tell staff both halves of that sentence; the first half is a courtesy, the second is the law of the tenancy. Search past chats, controlled by the Search and reference chats toggle, shows its searches as tool calls with citations to the original chat, and is not available where customer-managed keys are in use.

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Where memory lives also matters. There is account memory from ordinary chats, and a separate memory per project, so a lawyer's Litigation Holds project does not learn what their Christmas Party project knows. Memory is shared between chat and cloud Cowork, but not with a local Cowork session on the laptop.

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In Germany a works council will treat memory as a tool that can, in principle, build a profile of an employee, which brings BetrVG §87 into the conversation; in the EU generally, a memory store is personal data under the GDPR and belongs in the record of processing. A UK council's DPIA took half a page to cover it: off by default, user-controlled, admin-invisible, deleted with the account. Write that paragraph before the first member turns it on, not after.

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Claude remembers what you let it; the tenancy remembers everything else.

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No. 18 · Ch 44 / 100

What a Connector Is

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A connector is how Claude reaches a system you already run: your mail, your files, your CRM, your ticket queue. Without one, Claude knows only what is typed or uploaded. With one, it can search live data and, if you allow it, act: send the email, create the ticket, update the record. Every connector on the plan speaks the Model Context Protocol (MCP), the open standard Anthropic published on 25 November 2024 and which the big vendors have since adopted. Pre-built connectors are the ones Anthropic lists in its directory (Google Workspace, Microsoft 365, Slack, Salesforce and others); custom connectors are remote MCP servers your own teams or vendors host. Building a server is the sister volume The MCP Field Guide ; this chapter is about running them.

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Three facts about the mechanism decide most of the governance, and all three come from Anthropic's connector guides. First, Claude connects from Anthropic's cloud, not from the user's laptop, so a server must be reachable on the public internet or allowlist Anthropic's published IP addresses. Second, a connector uses delegated permissions: Claude acts as the signed-in person and sees only what that person can already see in the source system. A file hidden from Priya in SharePoint stays hidden from Claude when Priya asks. Third, in the unified Claude the connector call happens server-side; the sandbox that runs code never holds the connector token.

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Read and write are different animals. Read tools search and fetch. Write and delete tools change the world, and each can be set by an Owner to Always allow, Needs approval or Blocked. Blocking the write tools makes any connector read-only, which is where a first rollout should start. Some write tools cannot be set to Always allow at all: Microsoft Teams message sends, for instance, are limited to Ask or Blocked.

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Picture three organisations. A Dutch logistics firm connects Google Calendar and Drive read-only so dispatchers can prepare for the morning stand-up; nothing is sent by Claude for the first month. A Canadian provincial agency connects Jira so analysts can summarise tickets, with ticket creation on Needs approval. A Singapore bank connects nothing pre-built at all and instead publishes one custom MCP server over its own data warehouse, because that is the only door its regulator will accept.

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A popular myth says a connector gives the AI company your data. The record says otherwise: connector content retrieved for a chat is stored with that chat and deleted with it, is not used to train models under the commercial terms, and the credentials belong to the user, revocable in Claude or in the source system. The real risk is subtler: a connector reads what the person can read, and many organisations have never checked how much that is.

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A connector does not widen what a person may see; it reveals how wide it already was.

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No. 18 · Ch 45 / 100

Google Workspace

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Overview · No. 18 · Ch 45 / 100

The Google Workspace connectors are three doors and a side door. Gmail lets Claude search, read, draft and, if allowed, send, reply and forward. Google Calendar lets it read events, find mutual free time and manage invitations. Google Drive lets it search and read files and, if allowed, upload, share, move and trash them. The side door is a set of separate connectors for Google Docs, Sheets and Slides that open the file in a pane beside the chat for live editing, while Drive still does the finding and sharing. Anthropic's guide is precise about what Claude can see: email text and attachment metadata but not attachment contents; text extracted from Docs, Sheets, Slides, PDFs, images and Office files, but not the images embedded inside a document; comments and suggestions in a Doc, but again no pictures.

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How we know is the connector article on support.claude.com plus your own Google Admin console. On Team and Enterprise an Owner or Primary Owner enables the connectors first, then each member connects their own Google account. Owners also decide whether Gmail send, reply and forward and Drive share, move and trash may run without a per-action approval; by default every one of them asks. On the Google side, a Workspace administrator may need to mark Claude as a Trusted app under Security > Access and data control > API controls > Manage third-party app access, and the change takes around fifteen minutes to propagate. Permissions are inherited: Claude mirrors the user's Google permissions and reaches nothing the user could not open themselves.

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The practical first use, and the one most pilots start with, is meeting preparation. A programme manager at a Melbourne university asks on Monday morning: "Prepare me for the 2pm with the faculty finance team." Claude reads the Calendar entry and its attendees, finds the agenda and the last two sets of minutes in Drive, scans Gmail for the thread with the finance director, and returns a one-page brief with open actions and three questions to ask. Four tool calls, nothing written, every claim cited. A Swedish municipality does the same for committee meetings; a London architecture practice does it for client calls with Drive and Calendar only, mail being out of scope for the first quarter.

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Two cautions from the record. Research mode uses connector tools without asking each time, so a Research run can read widely across a connected mailbox; make sure people know that before they switch it on. And retrieved content is stored with the chat and deleted with it, so chat retention is the retention of that content too. Drive files can be added only to private project files, not to a shared project's knowledge.

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On data protection, the European reading is simple: Claude processes the mailbox on the user's instruction under your existing Google terms and Anthropic's processor terms. Record it in the DPIA and move on.

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The first connector should make Monday morning shorter, and that one does.

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No. 18 · Ch 46 / 100

Microsoft 365

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The Microsoft 365 connector lets Claude search SharePoint, OneDrive, Outlook and Teams for the signed-in member, and, since write tools arrived on 7 July 2026, send mail, manage calendar events, create and update files and post Teams messages on their behalf. It is a different thing from Claude for Microsoft 365, the add-ins that put Claude inside Excel, PowerPoint, Word and Outlook; the add-ins work on the document in front of you, the connector reaches across the tenant. Both are in the Enterprise seat. The connector needs a Microsoft Entra tenant on a business plan; personal Microsoft accounts cannot use it.

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How we know is Anthropic's set-up guide and its separate Microsoft 365 security guide, and the mechanism they describe is two-handed. An Owner adds Microsoft 365 under Organization settings > Connectors. Then a Microsoft Entra Global Administrator must consent for the tenant, either through Claude or by registering two service principals, M365 MCP Client for Claude and M365 MCP Server for Claude, and granting admin consent to each. Until both hands have moved, no member has access. In the Entra admin centre you can set Assignment required to Yes on both applications and add only the users or groups you choose, and you can revoke individual Graph permissions, Sites.Read.All for SharePoint, Mail.Read for Outlook, Chat.Read for Teams, with immediate effect. The connector uses delegated permissions, so Claude sees what the member sees, and access is read-only until write tools are enabled.…

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The real risk is not the connector. It is oversharing in SharePoint, a problem Microsoft itself documented when Copilot arrived and answered with Restricted SharePoint Search in 2024. Fifteen years of sites created with Everyone except external users as the default visitor group means the member can already open the salary spreadsheet from 2019; a search tool merely makes it findable. Anthropic's guide is candid: SharePoint search covers the whole tenant and site-level restriction is not supported. Picture a 12,000-person NHS trust in England that discovers this in its pilot and spends the first month on SharePoint permissions, not on Claude; or a German manufacturer whose works council makes that review a condition of agreement under BetrVG §87, which is the right condition.

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Three uses that earn their keep. A finance team in Dublin asks for every contract in a SharePoint library that mentions an index-linked uplift. A US law firm's knowledge lawyer summarises a Teams channel's decisions for the weekly note, with posting kept at Ask. A support manager in Manila drafts replies in Outlook from the ticket thread, approving each send.

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Claude does not open the drawer; it only tells you the drawer was never locked.

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No. 18 · Ch 47 / 100

CRM, Tickets and the Rest

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Overview · No. 18 · Ch 47 / 100

Beyond mail and files sit the systems where work is actually recorded: the CRM, the ticket queue, the project board, the wiki. Anthropic's connector directory now lists dozens of them, and the question for an organisation is not which are available but which to connect first, and in what state. The headline newcomer is Salesforce in Claude , the first product of the Claudeforce partnership, offered as a plugin with 37 pre-built sales skills (daily briefing, pipeline review, account plan, call prep, log activity) and announced for open beta in September 2026 after a pilot with selected customers. It reads live CRM data through Salesforce's own interfaces, writes only through Salesforce so business rules still apply, and respects the user's existing Salesforce permissions; an administrator can require Claude to check with the user before any email leaves the company.

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How we know is the vendors' own pages and Anthropic's directory. Slack is the other first-party story: since 23 June 2026 you can tag Claude in a Slack thread to hand it a task, and the Slack connector lets Claude read channels and messages the member can read. Atlassian publishes its own remote MCP server for Jira and Confluence, in beta since May 2025; Asana, Linear and Intercom were among the first integrations Anthropic announced on 1 May 2025, and HubSpot and Notion sit in the directory today. Each respects the source system's permissions, which is what makes any of this governable.

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Which first? Three tests, in order. Does the data matter to a measured use case from your pilot plan? Is the connector read-only enough to start, with write and delete tools on Blocked or Needs approval? Does the system's own permission model already match reality, or will the connector expose years of over-generous access, as SharePoint so often does? A Toronto software firm connected Jira first because engineering wanted sprint summaries and nothing needed writing. A Madrid retailer connected HubSpot read-only for the sales team and only enabled deal updates after two months of clean logs. A Nairobi microfinance lender connected Notion for its policy wiki and nothing else, because the loan system had no MCP door yet.

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Read-only first is not timidity. The Analytics API and audit logs will show which tools are used, and pilots tend to find that most of the value is reading and summarising while the write tools requested in the workshop go unused. A connector that can send to a customer is a system that can misspeak in your name.

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In the EU and the UK, a CRM connector touches customer personal data and belongs in the DPIA for the sales process; the GDPR's processor terms cover the CRM vendor and Anthropic's commercial terms cover the chat. In the US the question is usually contractual: whether the CRM licence permits automated access.

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Connect the system people already trust, read it before you write it, and let the logs argue for the rest.

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No. 18 · Ch 48 / 100

Custom Connectors via MCP

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Sooner or later someone asks for the system with no pre-built connector: the policy administration platform, the clinical trial register, the forty-year-old ERP. The answer on Enterprise is a custom connector , a remote MCP server that exposes a handful of tools over that system. Anthropic's guide sets the mechanics plainly. An Owner, Primary Owner or a custom role that includes Manage access to Libraries adds it under Organization settings > Connectors > Add > Custom > Web, with a name, the server URL and an authentication choice: Sign in now, Sign in when needed, or No sign in. For sign-in, the OAuth client can be Claude's published identity (recommended), registered automatically, or your own. Fixed credentials can go in request headers instead, but then everyone shares one identity; prefer OAuth so each member connects as themselves.

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How we know, beyond the guide, is the warning list Anthropic attaches to it, which reads like a security review written in advance. Custom connectors are not verified by Anthropic. The server must be reachable from Anthropic's cloud, so a private system needs either a public endpoint or an allowlist of Anthropic's published IP addresses. A malicious or compromised server can attempt prompt injection through tool results. Developers can change a tool's behaviour without warning. During Research, Claude calls connector tools without asking each time. Each line maps to a control: an owner, a review, a change process, a read-only default.

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Who owns it is the real question. The business owner states the use case and the data. The platform team builds or buys the server, hosts it behind your identity provider, and keeps a changelog of tools. Security reviews the tool list, the scopes requested and the egress path, and signs off the first version and every change. The Claude admin adds the connector, sets write tools to Needs approval or Blocked, and scopes it to a role. The member connects with their own sign-in. A Finnish energy utility runs exactly this for its asset register; a Texas hospital system for its bed-management board, with no write tools at all; a French ministry reviews against its national security agency's rules.

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Build or wait? Wait when the vendor has announced an official server and your use case can survive a quarter, because the vendor will keep it current and you will not. Build when the system is yours, when no vendor is coming, or when the official server exposes more than you want and you need a thinner door. The MCP Field Guide covers the build, the OAuth dance and tool design.

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A custom server is a processor of your own making: in the EU it needs a record in the processing register and, for special-category data, a DPIA; in the US your sector rules apply unchanged, because the data never left your estate.

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The best custom connector is a narrow door with a named keeper and a changelog on the wall.

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No. 18 · Ch 49 / 100

Connector Policies

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A connector policy is not one switch but a stack of five, and a request has to pass every layer before any data moves. Anthropic's own enterprise course describes the first three as gates. The organisation gate : an Owner or Primary Owner adds a connector to the tenancy; if it is not there, nobody sees it, whatever their role. The role gate : since 28 May 2026 custom roles decide which connectors, and which individual connector tools, each role may use, and with group-based roles from April 2026 the mapping can follow your SCIM groups. The member gate : the person must connect their own account; a granted connector nobody has connected is a door with no handle. Beneath those sit the per-tool policy and, last, the source system's own permissions, which Claude inherits and cannot exceed.

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How we know is the admin guides and the setting names on the page. Each connector's write and delete tools carry one of three values: Always allow, Needs approval, Blocked. Blocked makes the connector read-only. Needs approval means Claude asks the member before the tool runs. Always allow lets it run unasked, and some tools, such as Teams message sends, cannot be set to it at all. In the unified Claude there is a separate organisation-level setting, Always allow for connector tools; with it off, Claude asks each time a connector tool wants to act inside a cloud session, and Blocked and Needs approval are enforced outside the sandbox, so nothing running in the session can talk its way past them. Where a provider supports it, enterprise-managed authorisation lets the identity provider provision the connector centrally, with permissions inherited from directory groups.

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Each layer answers a different person's question. The security lead asks whether it can reach the system at all: the organisation gate. The department head asks whether analysts can use Jira but not the finance system: the role gate. The user asks whether it will send without telling them: the tool policy. The data owner asks whether it can read the restricted library: the source system, as always.

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A Belgian bank: everything Blocked for writes, Needs approval for Drive sharing, Salesforce for the sales role only, audited monthly through the Compliance API. A Danish design agency: Always allow for Drive and Calendar, because the team is forty people who share one floor, and Blocked for nothing. A US state agency: connectors provisioned through the directory, every change announced a week ahead, because narrowing access breaks workflows while widening it rarely does.

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The myth to retire is that approval prompts are friction to be removed. They are the one moment a person sees what the agent is about to do in their name. Remove them for read, keep them for write, longest where the write reaches outside the organisation.

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Policy is five questions with five owners; a connector is safe when every question has a name beside it.

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No. 18 · Ch 50 / 100

Research and the Open Web

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The open web is the one source nobody in your organisation controls, which is why it needs a habit rather than a policy. In Claude, web search is a capability an Owner or Primary Owner turns on under Organization settings > Capabilities; in the unified Claude there is no per-chat toggle, Claude searches when it judges that live information will help, and every answer that used the web carries citations. Give Claude a URL and it will fetch the page. Research goes further: from the plus menu a member starts a run in which Claude plans several searches, follows what it finds, and works through the open questions, drawing on the web and on any connectors enabled in the chat. Research runs on Opus 5.5, falling back to Opus 4.8, whatever model the chat selected, so a role with both Opus models switched off cannot use it at all.

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How we know is the web search and Research articles on support.claude.com, and one line in them deserves a highlighter: during Research, Claude uses connector tools without asking for approval each time. A Research run with Gmail connected will read mail as freely as it reads the web. None of this is hidden; all of it is easy to skip.

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When to allow it is a question of what you are protecting. A law firm in Frankfurt allows web search for every role because precedent lives on public sites, and keeps Research on for partners only. A defence contractor in Bristol keeps web search off for the engineering role and on for the bid team, a decision the custom roles page makes in a minute. A Brazilian university turns everything on and spends its effort on teaching the habit.

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The habit is citation checking, and it is older than the product. A citation proves a source exists and says something; it does not prove the source is right, current or relevant, and the commonest failure is a real page misread. Teach three moves. Open the citation and find the sentence. Check the date against the question. Ask whether the source would know. A 2023 study in the journal Cureus found that around half of the references an older chat model produced for medical topics did not exist; search grounding changes the problem rather than ending it, because the citation now usually exists and the error moves to misreading. The EU AI Act's Article 4 duty of AI literacy, in force since 2 February 2025, is this habit written into training.

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Mixing internal and external sources is where Claude earns its seat: a procurement officer in Auckland asks for the current regulatory position on a packaging rule and how the organisation's own policy compares, and gets both, the internal citations pointing to a project file and the external ones to a government site. Keep them visibly separate.

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The web makes Claude current; checking makes you right.

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No. 18 · Ch 51 / 100

What a Skill Is

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A skill is a folder. That is the whole trick, and it is why the idea has travelled so fast. Inside the folder sits a file called SKILL.md with a short YAML header giving the skill a name and a description, then a body of instructions in plain Markdown, and beside it whatever the job needs: scripts, templates, reference documents, a logo file. Anthropic introduced Agent Skills on 16 October 2025 and, on 18 December 2025, released the format as an open standard with a specification at agentskills.io, which Microsoft took up in VS Code and GitHub. Anyone who can write a checklist can write a skill.

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What makes it work in practice is progressive disclosure . At the start of a conversation Claude sees only each skill's name and description, a few dozen tokens apiece, so an organisation can provision hundreds without crowding the context window. When a task matches a description, Claude reads the full SKILL.md, and only then, if the instructions point to them, opens the scripts or reference files. Anthropic's built-in skills for Word, Excel, PowerPoint and PDF work this way; so will your house style. Skills need code execution switched on, because a skill may run a script in the sandbox; that is one reason the Capabilities page in Part Three matters here.

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How do we know what a skill does, rather than what the brochure says? Read the file. A skill is inspectable in a way a fine-tuned model never is: the instructions are text, the scripts are code, and a reviewer can read both before anyone provisions it. Anthropic's support article on skills is equally plain about the risk: a skill from an untrusted source can carry prompt injection or attempt to move data, so install only from sources you trust and audit the rest.

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It helps to hold three things apart. A prompt is what one person says once. A Project is a shared room with instructions and files that everyone in it sees on every turn. A skill is a portable procedure that loads itself only when relevant, follows the person across chat, Cowork and Claude Code, and can be versioned, reviewed and provisioned by an Owner. A Danish university teaching referencing wants a skill; a bid team working on one tender wants a Project; a one-off request wants a prompt. The usual early mistake is a 2,000-word Project instruction that nobody reads and Claude cannot ignore.

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Two myths are worth retiring. Skills do not train the model; nothing in your folder changes Claude's weights, and your skill stays in your tenancy. And skills are not magic: a vague description means the skill never fires, a bloated one fires when it should not. Treat the folder like any other controlled document, with an owner, a version and a review date, and the rest of this part follows naturally. A skill is procedure you can read, which is the kind of AI an organisation can govern.

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No. 18 · Ch 52 / 100

Writing a House-Style Skill

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The first skill most organisations should write is the dull one: house style . Spelling (organise, not organize), date formats, how you refer to customers, which words you never use, the structure of a letter, where the logo goes and what the alt text says. It is dull because every piece of writing needs it and nobody enjoys enforcing it, which is exactly why a procedure that loads itself is worth having. Written well, it also doubles as the AI literacy exercise that article 4 of the EU AI Act has expected of deployers since 2 February 2025, because the people who write it have to say, precisely, what good looks like.

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Start with sources that already exist. A UK city council can lean on the GOV.UK style guide, which the Government Digital Service has maintained in public since 2012, and on the Plain English Campaign's work since 1979; a US county has the Plain Writing Act of 2010 behind it; a Brussels body has the Commission's How to write clearly , published in every official language. Do not paste the whole guide into SKILL.md. The description must say when the skill applies ("use for any text the council will publish or send to residents"), and the body should hold the rules Claude gets wrong without help: reading age, sentence length, the forbidden jargon, the approved names of services, the letter template. Put the long reference documents in the folder as files and tell the skill when to open them, so progressive disclosure keeps the cost down.

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Then write the test cases before you finish the skill. Take ten real paragraphs, the sort residents actually receive about parking, bins and council tax, and write the version you would be proud of. Run each through Claude with the skill off and on, and read the difference. That is how you know the skill works: not a feeling, but a dated set of before-and-after pairs that a second person can repeat. Keep the pairs in the folder as resources; they are the skill's regression test when someone edits it in March.

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One owner, by name. A style skill with a committee behind it ends up with every exception written in and no judgement left. The owner holds the description, approves changes and keeps the version history that Anthropic's admin inventory now shows; everyone else proposes. A 4,000-person insurer we would call typical gave the role to the communications lead rather than IT, which is right: the person who already argues about Oxford commas should own the file that settles them.

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Finally, decide what the skill is not for. It does not check facts, it does not sign anything off, and it should say so in its own body so that Claude never implies otherwise. A house-style skill makes every draft sound like you; whether the draft is true remains your job.

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No. 18 · Ch 53 / 100

Managing Skills Across the Organisation

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Once three departments have written skills, you have a management problem, and Anthropic has given it a page. Since org-wide skills management arrived on 18 December 2025, an Owner opens Organization settings, then Plugins & skills, and finds three tabs that carry the whole lifecycle: Policy, Inventory and Requests. Policy holds the switches; Inventory lists every skill and plugin the organisation governs, with source, version, audience and 30-day usage; Requests is the queue where members' submissions wait for review.

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Provisioning is the easy part. Add, then Upload a skill (a zip containing SKILL.md) or Create a skill, and it reaches every member immediately, enabled by default; members can switch it off for themselves but cannot delete it. On Enterprise, targeting a group means bundling the skill into a plugin and assigning the plugin to that group. Provisioned skills also sync into Claude Code for anyone signed in with their Claude account; the managed setting syncClaudeAiSkills can stop it.

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The decisions live in Policy. User-created skills can be on or off; when on, people on custom roles also need the Create skills capability. Publishing to the organisation library has three modes: Requires review, where an Owner approves each submission; Open, where anything publishes at once (behind the security scan, where that is on); and Off, which hides the Publish to org button. Enterprise organisations default to Requires review, though Anthropic has said that from 4 November 2026 organisations with scanning on will move to Open unless they have chosen a setting, so choose one. Two further toggles, Skill sharing and Share with groups, govern peer-to-peer sharing; shares are view-only, end when the recipient leaves, and appear in the audit log and Compliance API as role_assignment events, which is how you later prove who could use what.

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Versioning is stricter than people expect, and better for it. Reviewers approve a fixed version; the author can keep editing a private copy, but nothing reaches colleagues until a new version is submitted and approved, after which everyone updates automatically. Each item's Default access is one of four states: Available to install, Installed by default, Not available or Required, and Not available is the polite way to deprecate. A Swedish university we would call typical runs Requires review for anything touching student data and Open for a sandbox group of 40 early adopters, which is a reasonable shape for a first year.

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Two cautions from the same guide. Admins see metadata, sharing status and scan results, not the contents of members' private skills, so governance is of the published layer. And if the Primary Owner applies the HIPAA configuration, Skills and User-created skills switch off until an Owner turns them back on, and skills are not covered by the BAA. The product gives you a catalogue, a queue and a version history; the judgement about what belongs in them is still yours.

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No. 18 · Ch 54 / 100

Plugins and the Marketplace

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A plugin is a box of skills with the rest of the kit packed in: slash commands, sub-agents, hooks that run at defined moments, and the MCP servers a workflow needs. Where a skill teaches one procedure, a plugin equips one role. Anthropic made this concrete on 24 February 2026, when the Cowork release for teams and enterprises added ten starter templates (HR, Design, Engineering, Operations, Brand voice by Tribe AI, Financial analysis, Investment banking, Equity research, Private equity and Wealth management) and partner-built plugins from Slack by Salesforce, LSEG, S&P Global, Apollo and Common Room. The same release introduced private, organisation-specific marketplaces and admin control over which connectors a plugin may bundle.

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A marketplace is simply a curated list the organisation owns. Owners manage it under Organization settings, Plugins & skills, and fill it two ways that can run in parallel. Manual upload takes a zip of up to 200 MB and is right for prototypes and for teams who do not live in git. Repository sync connects a private or internal GitHub repository through the Claude GitHub App (GitLab is in beta), reads a marketplace.json, and re-syncs automatically when a version bump is merged to the default branch; direct pushes do not trigger it, which is a sensible nudge towards pull requests. A marketplace holds up to 1,000 plugins, and Anthropic's own function-specific marketplaces, such as legal and finance, can be added from a browse list; the Knowledge Work one arrives by default. Both Cowork and Skills must be enabled before any of this appears.

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Each plugin then carries one of four states: Installed by default, Available to install (it shows on members' Discover tab), Not available, or Required, which installs for everyone and cannot be removed. On Enterprise, group overrides sit on top, and where a member is in several groups the most permissive setting wins, Required first and Not available last. The guide's own advice for a hard block is to set the organisation-wide state to Not available and grant only the groups that need it. How we know all this: the admin article is unusually precise, down to the case-sensitivity of GitHub organisation names in the strictKnownMarketplaces and blockedMarketplaces managed settings that allowlist or block Git-based marketplaces.

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A 6,000-person UK retailer we would call typical kept it to three plugins in year one: a finance close plugin, Installed by default for the finance group only; a brand plugin, Available to install for everyone; and a legal review plugin, Required for the contracts team and Not available elsewhere. Twenty would have been easy; three was reviewable. Approving a plugin means reading the manifest, the skills, the hooks and the connector list, and recording who did so and when, which the Inventory's version history helps with. A marketplace is a shop you run, and the discipline of a shop is deciding what not to stock.

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No. 18 · Ch 55 / 100

Trusting Third-Party Code

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A skill is text and scripts someone else wrote, and a plugin can carry hooks and MCP servers that run on a colleague's laptop. That is the risk, plainly. The software world has learnt it the hard way: the event-stream npm package carried a wallet-draining payload in 2018, the SolarWinds build pipeline was poisoned in 2020, and in March 2024 an engineer named Andres Freund noticed a 500-millisecond delay in SSH and uncovered a backdoor in xz Utils. None of those were AI; all were trusted components. Skills and plugins join that supply chain with a twist: an instruction file can steer the model as well as the machine, and Anthropic's support pages warn about prompt injection from untrusted skills.

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The product's first answer is skill and plugin security scanning , which Anthropic introduced in beta in August 2026 and which, for Enterprise organisations that had not set a preference before 2 October 2026, is on by default. The toggle sits under Organization settings, Plugins & skills, Policy. Each third-party skill or plugin a member or owner uploads or edits is checked in an isolated environment, usually within one to two minutes, and gets one of three results: Pass; Warn, where the user must acknowledge a caution banner; or Fail, where the item is blocked. Owners and roles with library management can choose Allow anyway, per version only, and every new version is rescanned.

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Read the exclusions as carefully as the feature. The scan does not cover items installed before it was switched on, skills created with Claude itself, skills arriving through a connected MCP server, or MCP servers at all; and organisations using customer-managed keys, zero data retention or the HIPAA configuration install without a scan. A Pass means no malice was found, not that the skill behaves as you hope. OWASP has begun an Agentic Skills Top 10 project with poor scanning on its list: a scanner is a floor, not a ceiling.

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So keep the older disciplines. Provenance: prefer a private marketplace synced from a repository you control, where a version bump in a merged pull request is the only way in. Pinning: reviewers approve a fixed version, so nothing changes under people's feet. Review: a named person reads SKILL.md, every script and every hook before the state moves beyond Not available. On the desktop, admins have been able since 21 August 2025 to disable public extensions and upload only their own, and MDM keys such as isDesktopExtensionEnabled close the local door where you want it closed.

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The law is catching up with the habit. The EU's Cyber Resilience Act, in force since 10 December 2024 with its main obligations from 11 December 2027, will make component provenance a legal question for products sold in Europe; the United States has asked federal suppliers for software bills of materials since Executive Order 14028 in 2021. The principle is the same everywhere and older than both: know what you run, and know who wrote it.

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No. 18 · Ch 56 / 100

Design, Docs and Slides

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Three new doors opened in 2026 that produce things people edit rather than things they read once. Claude Design appeared as a research preview on 17 April 2026 and makes prototypes, mock-ups, microsites and decks from conversation; Claude Docs gives a live rich-text editor where you and Claude write in the same document; Claude Slides drafts a deck you present from Claude or download. Docs and Slides arrived in beta on 16 September 2026, and on Enterprise an Owner had to turn them on; Anthropic's admin guides now say they switch on by default for Enterprise from 15 October 2026 and that the separate, standalone Design site at claude.ai/design is planned to close on 14 December 2026 once everything lives in the main app.

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The switches live together under Organization settings, Artifacts, where Owners manage artifacts, templates including Design, design systems, sharing and the Slides toggle. Then comes the part that separates useful from generic: a design system . Claude extracts one from what you already have, a component library, a few decks, brand PDFs, a logo and palette, and applies it to every new design and deck in the organisation. In Claude Code the /design-sync command reads tokens straight from React components. Design systems are off by default on Enterprise until an Owner enables them, and an admin can reserve publishing, setting the default and deleting them to named people. Anthropic's rollout advice is sober: two to four trusted designers set the system up and check its output against the brand, then the design team, then product and UX, then everyone.

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Outputs leave the building, so know the formats. Design exports HTML bundles, PPTX, PDF and Google Slides; Docs export to Word, PDF, Markdown or Google Docs. On Team and Enterprise, Docs can be shared with people, groups or the whole organisation but not externally by link; viewers read, editors edit, and every change is attributed to the person or to Claude. Previews run in sandboxed iframes on a separate content domain with short-lived signed tokens, so removing someone's access takes effect at the next open.

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Two cautions from the same guides. Activity inside Docs, the edits and comments, is not yet recorded in the Compliance API, so for now your evidence of who changed what is the document's own history. And if your organisation sets a custom retention period, a project or design system that nobody opens within it can be permanently deleted; opening a deck that uses the design system does not count. A French agency we would call typical put a quarterly open-and-check task in the brand owner's calendar.

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The brand now lives in a file you own, extracted from assets you chose. Give that file an owner, as you gave the style skill one, and the designs, documents and decks stay yours.

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No. 18 · Ch 57 / 100

Templates People Actually Use

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Every rollout produces a library. Most libraries are graveyards: forty starter prompts written in week two, a Project per department nobody enters, three skills with the same name. The difference between a library people use and one they ignore is not the quality of the writing; it is naming, placement and measurement. Treat the library as a product with users, and give the product a dashboard.

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Begin with where things show up. In Customize, then Skills, a member sees three sections: Personal skills they made, Shared with you from colleagues, and Organization skills that were provisioned or published. Plugins set to Available to install appear on the Discover tab. A template nobody can find in those places does not exist, so the catalogue entry, the name and the description are the real deliverable. Name for the moment of need, not for the owner: "Reply to a resident complaint" beats "Comms skill v3". The description decides whether Claude applies the skill at all, so write it as a trigger ("use when drafting any letter to a policyholder about a claim decision"), and keep the name consistent across the skill, its plugin and the help page.

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Then measure, because Anthropic now lets you. The analytics update of 2 July 2026 reports, beside cost, what people actually produced: artifacts created, files edited, skills and connectors used, by SCIM group and by user, with skills reporting their own usage and cost and the Analytics API adding endpoints for plugin adoption. The Inventory tab shows 30-day usage per item. That is the honest measure. A 3,000-person Australian council we would call typical found after ninety days that two of its fourteen skills carried most of the use, both of them letter templates, and that the elaborate procurement skill had been used eleven times, by the person who wrote it. They retired six, merged three and promoted the two.

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Language and region cut across this. A Belgian employer needs the same template in French and Dutch under the same name, and a Swiss one adds German and Italian; the trick is one skill with language resources in the folder rather than four skills that drift apart. Date formats, salutations and legal footers differ by country, and a template that hard-codes the British ones will be quietly ignored in the Lisbon office.

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Three habits keep the library alive. Every entry has an owner and a review date, visible in the catalogue. New entries go through the Requests queue even where Publishing is Open, because a second reader catches the duplicate. And the quarterly review starts from the usage table, not from the wish list: the question is not what we should add, but what people reached for, and what they built themselves because we had not. Shared with you is where real demand shows first; the skills colleagues pass to each other are the ones worth promoting. A library is a measurement of what people need, published back to them.

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No. 18 · Ch 58 / 100

Skills for Regulated Work

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The most valuable skills encode procedure in regulated work, and they are also the ones where a mistake has a regulator's name on it. A claims-handling checklist for an insurer, a clinical-letter template for a hospital, a clause playbook for a legal team: each is a document that already exists, often in a binder, and each becomes far more useful when Claude applies it to the case in front of someone. The design question is not whether to encode the procedure but where the human stays.

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Take the three in turn. UK general insurers have worked under the FCA's Consumer Duty since 31 July 2023, which asks for good outcomes and clear communication at every step; a claims skill can carry the handler's checklist (policy section, exclusions considered, evidence requested, the reasons for a decision in plain words) and draft the letter, while the decision itself and the signature stay with the handler. In healthcare, the Academy of Medical Royal Colleges' 2018 guidance Please, write to me asked clinicians to write outpatient letters to the patient rather than about them; a letter skill can enforce that voice, the structure and the reading age, and still end with "for clinician review" rather than a sent letter. A clause playbook, the sort large firms have kept for years, tells Claude which fallback positions are approved for indemnity caps or governing law and which require…

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The approval step has to be real in two places. In the skill, the instructions say stop, present and wait; they never say send. In the tenancy, the permission that lets people skip approvals or automatically approve connector tools stays off for these roles, so a skill cannot be combined with a mail connector into a send. The EU AI Act makes this more than taste: article 14 requires effective human oversight for high-risk systems, and Annex III lists life and health insurance risk assessment and pricing among them, with the high-risk timetable phased in from 2026 and still being adjusted in Brussels. US rules are sectoral, HIPAA for health and state insurance regulators for claims; the human-in-the-loop principle is the same.

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Evidence is the other half. The audit log and the Compliance API record who shared and used what; the skill's own output should name the version it ran and the checks it made, so the draft that reaches the handler is self-describing. One warning from Anthropic's own guide needs repeating: when the Primary Owner applies the HIPAA configuration, Skills switch off until an Owner re-enables them, skills are not covered by the BAA, and the security scan does not run for HIPAA, CMEK or zero-retention organisations. A German hospital group we would call typical therefore keeps clinical skills to structure and tone and never to patient data, and told its works council so in writing.

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Encode the checklist by all means; it is the best use of the technology this book describes. Keep the signature.

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No. 18 · Ch 59 / 100

Owning and Retiring Skills

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Skills rot. The style guide changes, the claims form gains a field, the connector gets renamed, and the skill that was right in January quietly makes everyone slightly wrong by June. Nothing in the product stops that; what the product gives you is a version history, a usage count and a way to make a skill disappear gracefully. The rest is ownership, which is a rota, not a feeling.

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Give every skill a lifecycle and a named person at each turn. Propose: someone writes the SKILL.md and the test cases and submits through Requests. Review: an Owner, or a custom role with library management, reads the files, the scan result and the possible-duplicate hints, picks the audience and approves a fixed version. Publish: the item appears under Organization skills with a Default access state. Measure: the Inventory shows 30-day usage, and the analytics of July 2026 report each skill's usage and cost by group. Revise: the author edits a private copy and submits a new version, which reviewers approve before everyone updates automatically. Retire: set Default access to Not available, wait a review cycle, then Remove from library. The guide's own words for Not available are "useful for staging or deprecating", which is exactly the gentle off-ramp you want.

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The cadence should match the risk. A house-style skill can live on a six-month review; a claims skill tied to a regulated process follows the procedure's own review date; a skill that wraps a connector is reviewed whenever that connector changes. ISO/IEC 42001, the AI management system standard Anthropic itself certified against in January 2025, expects an organisation to manage its AI resources through their lifecycle with defined responsibilities, and the NIST AI Risk Management Framework's Manage function says the same in American. A catalogue entry with an owner, a version, a review date and a usage figure satisfies both auditors and, more usefully, the colleague who inherits the skill when the owner moves on.

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Measure before you retire, and retire before you are asked. A 5,000-person Canadian utility we would call typical reviews its skills quarterly against three numbers: 30-day users, cost per use, and the count of Shared with you copies, which tells them which personal skills are becoming de facto standards. Anything under five users for two quarters goes to Not available with a note in the catalogue; nobody has yet asked for one back. The opposite failure is commoner: a skill nobody owns stays Installed by default for years because removal feels rude.

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Two product details make retirement safe. Removing a provisioned skill takes it out of members' lists but leaves the version history, so a mistaken retirement is reversible. And because reviewers approve versions rather than authors, a departing owner's private edits never reach anyone; handover is a matter of reassigning the name in the catalogue and the review date in the calendar. Own the file, measure the use, and let the dead ones go.

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No. 18 · Ch 60 / 100

The Skills Catalogue

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By the end of year one a mid-sized organisation has around thirty skills that matter, and the Inventory tab, however good, is a list of files. A skills catalogue is that list turned into a document people and auditors can read: for each skill, its category, its owner, its risk level, the data it touches, its audience and its adoption. The Inventory stays the source of truth for versions and states; the catalogue adds the judgement the product cannot hold.

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Six columns do the work. Category groups by purpose rather than department: writing and style, analysis and reporting, regulated procedure, engineering, and administration. Owner is a person, not a team. Risk level is the one people argue about, so define it once: low for skills that only shape text, medium for skills that read organisational data through connectors, high for skills used in a regulated decision or able to act through a connector with write tools or a hook. Data touched names the sources, which is the column a Data Protection Officer reads first and the one a DPIA under article 35 of the GDPR can cite. Audience records the access state and groups. Adoption is the 30-day usage figure from the Inventory, copied in monthly.

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Consider an illustrative 4,000-person insurer's catalogue: thirty skills, five pillars, one catalogue owner, the AI lead who chairs the review. Writing and style holds the house-style skill, the plain-English letter, the French and German letter variants, a complaints reply and a social-media voice. Analysis holds a board pack, KPI commentary, variance explanation, survey summary, meeting notes and chart style. Regulated procedure holds the claims checklist, the underwriting referral, the clause playbook, the DPIA drafting aid, the sanctions-screening summary and complaints root cause, all marked high, all with a human approval line. Engineering holds code-review conventions, the incident write-up, the runbook format, API documentation style, the test plan and the data-pipeline checklist, most of them synced into Claude Code. Administration holds onboarding, expenses, travel, HR…

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Two standards reward the effort. ISO/IEC 42001 expects an organisation to know its AI resources and their intended uses, and the EU AI Act's article 4 duty of AI literacy is far easier to evidence when every tool people use is described on a page they can read; the Act's transparency and oversight articles ask more of the high-risk rows. In the United States the NIST AI RMF's Map function amounts to the same inventory. Publish the catalogue as a Project, so the help it gives is a search away, and review it from the usage column each quarter as Chapter 59 describes.

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A catalogue is what turns thirty clever folders into a system you can explain to a regulator, a works council, a new joiner and yourself on a bad day. The product gives you the inventory; the catalogue is the organisation saying what it meant by it.

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No. 18 · Ch 61 / 100

The Unified Claude

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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On 23 October 2026 Anthropic made the unified Claude experience generally available on the Enterprise plan, after Pro and Max had it from September. The idea is simple to state and took most of a year to build: there is no longer a choice between chat and Cowork. Every conversation starts as a chat. When the task needs code, files or a browser, Claude continues in an isolated cloud sandbox managed by Anthropic, does the work, and comes back with a document, an analysis or a deck. Close the laptop and the work carries on. Projects, connectors, skills and plugins carry over unchanged.

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How do we know what the switch does? Anthropic's admin guide for the unified experience on support.claude.com is unusually explicit. The setting is called Chat and Cowork unified and lives under Organization settings, Capabilities, or per custom role on that role's Capabilities tab. It needs two other capabilities to be on: Chat, and Cloud code execution and file creation. It does not need Cowork itself, which it is designed to replace over time. Access is checked on every request, so removing a role takes effect at once.

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The date that matters for you is 16 November 2026. The experience is off by default in organisations that existed before launch, and on that day it turns on by itself unless an Owner or Primary Owner has chosen Keep disabled. The notice in the console says so in plain words, with Enable now beside it. If Chat or cloud code execution is off, nothing changes automatically. An existing choice, either way, is preserved. A 4,000-person insurer that does nothing will wake up on 17 November with agentic work switched on for everyone whose role allows it. That is not a disaster, but it should be a decision.

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Three groups cannot take part yet: organisations on zero data retention, on the HIPAA-ready configuration, or using customer-managed encryption keys. Anthropic says HIPAA support is expected after general availability and CMEK support is planned for later; until then those settings keep you on the old configuration, and turning CMEK on after enabling the experience switches it off again. A US hospital system on a BAA and a Dutch bank on customer-managed keys are therefore watching, not deploying,.

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Anthropic's own recommended rollout is the sensible one, and this part follows it: involve IT, security and procurement; finish the security review, which for most teams means reviewing chat and Cowork in the cloud, since a review already in progress carries over; pilot with one role, assigned through SCIM in waves; check egress, connector, sharing and remote control settings before enabling; monitor for two to four weeks; then expand. Chapters 62 to 70 take those settings one at a time. The unified Claude is not so much a new product as a new default, and defaults are where organisations are quietly governed.

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No. 18 · Ch 62 / 100

Inside the Sandbox

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When a conversation crosses into agentic work it lands in a sandbox : an isolated, temporary virtual machine on Anthropic-managed infrastructure, created for that session and destroyed when the session ends. Anthropic's Claude Cowork architecture overview on support.claude.com describes it plainly, and it is the document your security team should read first. Each session gets its own VM. Sandboxes share no state with each other or across organisations. The infrastructure is kept separate from Anthropic's corporate, research and model-training environments, which answers the first question every CISO asks.

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The second question is what the VM can reach. The answer is: very little, by design. The sandbox cannot connect to private, internal, link-local or cloud-metadata addresses, nor to Anthropic's own internal systems, so a compromised session cannot pivot into your network or the host's. All outbound traffic passes through a mandatory proxy that the sandbox can neither reconfigure nor bypass; only allow-listed destinations are reachable, and for Enterprise organisations the default allow-list is empty. Chapter 63 covers the four egress settings.

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The third question is credentials, and here the design is the most reassuring part. The sandbox holds only session-scoped tokens that expire within hours. Connector authorisation tokens never enter it: when Claude calls Google Drive or Salesforce from inside a session, the call runs server-side, outside the VM, against the policy you set in Part Four. A prompt injection that persuades the agent to print its secrets finds nothing worth printing. Local files and the browser are reached through the Claude Desktop app over an Anthropic-brokered connection, limited to folders the member has connected, with each tool call checked against the member's permissions; if the desktop app is offline, the session cannot touch the device.

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The unified-experience guide adds the lifecycle. After a few minutes idle the VM stops and its disk is saved as an encrypted snapshot, so a task can resume where it left off; the sandbox environment expires 30 days after creation. A cloud session started from a conversation is deleted with that conversation, transcripts included. Note what the architecture article does not say: it does not name the region the VM runs in. A German manufacturer whose works council asks where the processing happens should put that question to its account team in writing rather than infer it.

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There is also a local mode , used by existing desktop deployments and by tasks created before 6 October 2026. The agent loop runs on the device; code runs in a Linux VM separated from the host by the platform hypervisor, Apple's Virtualization.framework on macOS and Hyper-V on Windows, with its own egress filtering, syscall restrictions and per-session user isolation. If that VM fails, file and web tools continue while shell commands report "workspace unavailable". Either way the rule is the same: the sandbox is where work happens, and the walls are the point.

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No. 18 · Ch 63 / 100

Network Egress

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Every byte that leaves a cloud session passes through one proxy, and one setting decides what the proxy lets through. Allow network egress sits under Capabilities, Code execution, and has four levels: off, package managers only, a custom domain list, and all domains. For Enterprise organisations the default is off. Whatever you pick, the proxy still blocks private, internal, link-local and cloud-metadata addresses, so the choice is about the public internet, not your intranet. The same setting governs local Cowork and chat, and the unified-experience guide lists it first among the settings to review before enabling anything.

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Why does it matter more than most toggles? Because it is the one control that defeats the oldest trick in the agent threat model, data exfiltration by prompt injection . The sequence is well documented in security research since 2023: an agent reads a document, web page or ticket that contains hidden instructions; the instructions tell it to encode something it has already read and send it to a server the attacker controls. The sandbox has no credentials to steal, as Chapter 62 showed, but it does have whatever files the member connected and whatever the connectors returned. With egress off, the instruction fails at the proxy and the attacker gets nothing. With all domains, the request goes through. Nothing else in the stack is as cheap or as decisive.

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So who should have what? Treat the four levels as roles, not as an organisation-wide choice, because custom roles can carry different capability settings. A 4,000-person insurer might give the analysts who build models package managers only, which lets a session install a Python library from the standard registries and nothing more. A marketing team that needs the company's own CMS and a stock-image supplier gets a custom list of three domains. A research group at a Dutch university asks for all domains to crawl the open web; the sensible answer is a custom list that grows on request, plus the Research feature in chat, which was built for the open web and runs outside the sandbox.

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How do we know the proxy behaves as described? Anthropic's architecture overview states that outbound traffic passes through a mandatory proxy the sandbox cannot reconfigure or bypass, and the Claude Tag documentation describes the same default-deny design for Slack sessions. Better still, you can test it in ten minutes.

Paragraph 4 of 4 · No. 18 · Ch 63 / 100

A note for the EU and the UK. A data protection impact assessment under the GDPR asks where personal data can travel; an egress setting of off makes that answer short, and a custom list makes it enumerable, which a German works council or a French CNIL reviewer will appreciate far more than a promise. Egress is the setting you tighten first and loosen last.

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No. 18 · Ch 64 / 100

Approvals and Always Allow

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An agent is only as safe as the moment it reaches for a tool. In the unified Claude that moment is permission-gated : when a session wants to use a connector tool, edit a file, run a command or browse, it either asks the member or acts under a standing grant. Anthropic's admin guide lists three organisation-level switches that shape this, and the names are worth learning exactly. Always allow for connector tools: when off, members cannot grant a standing approval and Claude asks every time. Allow "Skip all approvals" mode : when off, users cannot let Claude act without approval at all, and the restriction applies to scheduled tasks and the built-in browser too. Allow "Automatically approve" mode : when off, users must approve each action, including tool use, file edits and browsing.

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The modes sit on a ladder. At the bottom, manual approval: the member sees each proposed action and clicks. One rung up, Automatically approve, the default in the Cowork side panel of Claude in Chrome, where Claude screens its own actions for risk and hidden instructions and pauses on anything it flags. At the top, Skip all approvals, which does what it says. Always allow runs alongside the ladder: it is a per-tool standing grant, so a member can approve "read my calendar" once and keep approving "send an email" by hand. How do we know? The setting names and effects come from Anthropic's admin guide, and the screening step from its Chrome safety article.

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Where should humans stay in the loop? The practical rule is to classify tools, not tasks. Reads are cheap to approve once: calendar, Drive search, a Jira query. Writes to a system of record deserve a click: a Salesforce update, a Confluence edit, a Git push. Sends and payments deserve a click every time; Claude for Outlook enforces this itself, since a draft opens in the compose pane and nothing goes until the member presses send. A 4,000-person insurer gave its claims handlers Always allow for reads and manual approval for every write, and found the write prompts rare enough that nobody complained; its finance team keeps Skip all approvals disabled.

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Two myths deserve correction. Approvals do not make an agent useless; most of a session's tool calls are reads, and once those are standing-approved the remaining prompts are the ones you want to see. And Automatically approve is not the same as no approvals, because the screening classifier still blocks or pauses flagged actions, though Anthropic says the rate is not zero. In Germany a works council under BetrVG §87 may regard a human-approval step as the control that makes the tool acceptable, and it costs little to keep.

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Set the three switches deliberately, write the tool classification into the AI policy of Part Nine. The agent should ask when the answer matters and not otherwise; that is the whole art.

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No. 18 · Ch 65 / 100

Scheduled Tasks

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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A scheduled task is a prompt that runs itself. The member writes the instructions once, picks a cadence, and Claude runs them as a fresh Cowork session each time, with the member's connectors, skills and installed plugins available. The support article on recurring tasks lists the cadences: hourly, daily, weekly, on weekdays, or manual. Most tasks run remotely, on schedule, while the laptop is asleep or the desktop app is closed. A task that needs local files or local applications runs only on the member's computer, which is where the Remote control setting of Chapter 66 comes in. Upcoming and past runs appear in a Scheduled section of the sidebar.

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The examples that earn their keep are dull and that is a compliment. A UK council's information governance team runs a Monday digest of open freedom-of-information requests against their statutory 20-working-day deadline, pulled from the case system through a connector. An insurer's operations lead gets a weekday summary of overnight claims above a threshold. A research group at a Danish university has a daily sweep of three journal sites, which needs a custom egress list and so needed a conversation with IT first. In each case the task replaced the production of a report, not the judgement on it.

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How do we know what a task can and cannot do? The support article is clear on cadence and on where runs happen; it is silent on what a failed run reports, how many tasks a member may hold and how long run history is kept. Treat those silences as pilot questions: break a task's connector deliberately once and record what the member sees. The unified-experience guide adds the fact that matters most to a compliance lead: scheduled tasks and their runs are not covered by custom data retention. They continue after the source conversation is deleted, and the only way to stop them is the organisation-wide Scheduled tasks switch, which when off disables remote tasks and prevents new cloud tasks being created.

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That retention gap has three consequences. First, a scheduled task is a standing process with an owner, so it belongs in whatever register you keep for automated processing, and in the EU a DPIA may need a line for it. Second, approvals matter more here than anywhere, because nobody is watching the run; the Skip all approvals switch binds scheduled tasks, and a task that needs an approval at three in the morning will simply wait. Third, leavers: a departing member's tasks should end with the seat, and your offboarding checklist in Part Three should say who checks.

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A good scheduled task is a small, boring contract: these inputs, this cadence, this output, this person reads it. Keep a list of them. The organisation that knows what runs at 06:00 on its behalf is the one that can answer the auditor, and the one that can switch it off.

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No. 18 · Ch 66 / 100

Remote Control and Trusted Devices

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Remote Control lets a member continue a Claude Code session that is running on their own computer from a phone, a tablet or any browser. The execution and the files stay on the machine; the conversation travels. Anthropic's documentation describes the plumbing: the local session makes outbound HTTPS requests only and never opens an inbound port, it registers with the Anthropic API and polls for work, and when a device connects the server routes messages between the two over a streaming connection using several short-lived credentials, each scoped to one purpose. While connected, the transcript is stored on Anthropic's servers so devices stay in sync.

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In the unified experience the same idea widens. The organisation setting called Remote control decides whether web, mobile and scheduled tasks may use a member's linked computer at all; when it is off, none of them can. In Claude Code the toggle is off by default on Team and Enterprise and an Owner enables it in the Claude Code admin settings; a custom role needs both the cloud sessions permission and the Claude Code remote control permission; managed settings can block a device; the HIPAA configuration turns it off.

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The second half of the title is the control that makes the first half acceptable. Trusted Devices , in beta and off by default, requires each member to verify a device before it can view or steer a remote session. Two things must be true at once: the browser, phone or desktop app has enrolled its own credential, and the member's sign-in is no more than 18 hours old, refreshed by Face ID, Touch ID, Windows Hello or a passkey rather than a password. Anthropic stores only the device's public key and metadata, never biometrics. An Owner turns it on under Organization settings, Capabilities, Remote sessions, with the toggle Require trusted devices; it applies to every member and to sessions started after that moment, with no per-team scope. Members manage their enrolled devices on their account page; for a lost phone, an admin's Sign out everywhere revokes every session and every enrolment…

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When should you allow it? The honest use case is the on-call engineer who starts a long migration at the desk and wants to answer "shall I continue?" from the train. A shared-workstation environment, a call centre or any role that never runs Claude Code has no reason to have it on. In Germany a works council will want to know that the stored transcript exists and how long it lives.

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How do we know? From the Remote Control page in the Claude Code documentation and the unified-experience guide, which carry the exact names; device verification dates from June 2026 and is still beta, so check before writing policy. Remote Control is a convenience. Trusted Devices is what lets a careful organisation say yes to it.

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No. 18 · Ch 67 / 100

Claude in Chrome

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Claude in Chrome is a browser extension that lets Claude act in the member's browser: open pages, read them, click, scroll and fill forms, in a side panel. Anthropic opened a pilot in August 2025 and added organisation controls in December 2025. It is the surface that reaches the applications nobody built an API for: a council's planning portal, a supplier's ordering site, the expenses system from 2011. It is also the surface most exposed to the open web.

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The controls live under Organization settings, Claude in Chrome. The toggle Enable for your team switches the extension on or off for the whole organisation; it is on by default on Enterprise unless already disabled, and off in HIPAA-configured organisations, where it is outside the BAA and Anthropic advises against using it on regulated data. Access is a separate per-role capability and is not inherited from Cowork. Then the lists. A site allowlist limits Claude to the sites you name; a blocklist names sites it may never touch, on top of Anthropic's default blocked categories, which include adult and pirated-content sites. If a user types a blocked address, the page still loads but a banner says the site is blocked by policy and Claude's tools are disabled on it. Anthropic's advice is to start with a restrictive allowlist and widen it on request.

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The risk the lists cannot fully remove is prompt injection : text on a web page that tries to instruct the agent. How do we know how bad it is? Anthropic published numbers. In November 2025 it reported that an adaptive attacker with 100 attempts per environment succeeded 7.6 per cent of the time against the launch safeguards with Opus 4.5 and 1.4 per cent after improved training and classifiers; the current safety article cites internal testing with a later model at under 0.08 per cent and adds, carefully, that this is not zero. Two classifiers run: one screens incoming content, one checks each action before it runs; flagged actions are blocked or paused for approval. Claude also asks before financial sites, confirms downloads and sensitive entries, and will not trade stocks or solve captchas.

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What are the good uses? Tasks that are repetitive, verifiable and bounded: completing the same form in an internal system forty times from a spreadsheet, checking that every page of the new intranet renders, gathering prices from four named supplier portals. Users should run it in a browser profile with no banking, healthcare or government logins, approve actions on new sites by hand, and stop the task if Claude starts visiting places it was not sent. Deployment is through the Chrome Web Store, Google Workspace admin or MDM, with a Chrome policy pinning the extension to your organisation.

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The published numbers say the defences are good and imperfect. Allowlist first, approve by hand on new sites, and give the capability only to roles whose work it clearly serves.

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No. 18 · Ch 68 / 100

Claude in Slack

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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There have been two Claudes in Slack. The first, from 8 December 2025, let a member tag Claude to start a Claude Code session: context from the thread was pulled in and the thread ended with a link to the session and a pull request. The second, Claude Tag , announced on 23 June 2026 and still in public beta on Team and Enterprise, replaces the earlier app and widens the idea to any work. Anyone in a channel can tag Claude; it posts a checklist in the thread as it goes, and the whole exchange stays visible to the channel. Fix a bug, turn a decision thread into a document, watch a dashboard.

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The governance is the interesting part. In channels Claude acts under its own service accounts , not the account of whoever tagged it. By default it can read and post in channels it has been added to and search public channels by keyword, and it has no access to external systems until an Owner or a delegated Claude Tag admin adds connections. Each connection applies at a scope: one channel, one workspace, all of Slack, or a channel-name rule. Each Slack thread runs in its own ephemeral sandbox that holds no credentials; an Agent Proxy injects them at the boundary, egress is default-deny, and GitHub goes through a separate proxy. From a private channel Claude posts nowhere else, and nothing asked elsewhere makes it post into one. Direct messages run on the member's own account with their personal connectors, and an Owner can switch DMs off entirely.

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Who can see results? Everyone in the channel, which is the point and the risk. A connector's credential is shared by every member of the channels where it applies, so Anthropic's advice is to connect a dedicated identity per service, such as a claude@ mailbox or a native service account, never a personal login, and to keep sensitive credentials, finance for instance, attached to one private channel. A Slack Connect channel exposes its attached credentials to the other company's people, so check before sharing. Money is per usage from an organisation balance under a spend limit, not per seat, with a per-channel breakdown on the usage page, and an Owner can restrict use to roles that hold the Claude Tag in Slack capability.

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How do we know? From the Claude Tag documentation on claude.com, which also states that zero data retention, customer-managed keys and the HIPAA configuration exclude it. Channel etiquette follows from the architecture. Tag in a thread, scope the ask, and check what it can access before assuming. A Swedish software company runs an incidents channel on a monitoring connection; a UK council triages on Slack content alone; a US law firm disabled DMs on day one.

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Claude in Slack is a colleague with its own badge, its own keys and a very public desk. Configure it once, scope its keys narrowly, and remember that a channel is an audience.

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No. 18 · Ch 69 / 100

Agents in the Office Apps

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Most of an organisation's numbers live in Excel and most of its decisions are presented in PowerPoint. Claude for Excel opened as a beta on 24 November 2025; on 7 May 2026 Anthropic made Excel, PowerPoint and Word generally available on paid plans and put Outlook into public beta. Each is a sidebar inside the Microsoft application, and one conversation can span an open workbook, a deck, a document and the inbox. Change an assumption in the model and, with the files open side by side, the linked chart in the deck and the figure in the memo follow.

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What each does is specific. In Excel, Claude answers questions about a workbook with cell-level citations you can click, adjusts assumptions while keeping formula relationships intact, traces a #REF! or #DIV/0 to its root, populates a template or builds a three-statement model from a trial balance; it does not do data tables, macros or VBA, and it warns before overwriting existing data. In PowerPoint it builds slides in your template with native charts. In Word it works in tracked changes, answers comment threads and applies house styles. In Outlook it sorts the inbox into needs-a-reply, can-draft and noise, drafts replies in the compose pane and proposes meeting times; nothing is sent until the member clicks send. ServiceNow's enterprise technology lead has said publicly that the value is Claude working in Excel itself rather than moving content between tools.

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Checking the numbers is the practice that decides whether this is a gain or a liability. Anthropic's own documentation says the add-in is not recommended for final client deliverables without human review, for audit-critical calculations without verification, or for highly sensitive data without proper controls. The useful discipline is three steps: ask Claude to walk through the figure and click every citation, recompute the workbook, and have a second person read the assumptions. Note too the prompt-injection warning in the Excel documentation: a downloaded template or a vendor's spreadsheet can carry hidden instructions, and Anthropic's testing found it could be manipulated if allowed to act unverified. Use trusted workbooks, confirm risky operations.

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Governance has edges a compliance lead must know. Admins deploy the add-ins from AppSource through the Microsoft 365 admin centre, or with a custom manifest where the Office Store is closed; the models offered are a curated subset and your role-based model access still applies. Inputs and outputs are deleted on Anthropic's side within 30 days, and the add-in does not inherit your custom retention setting. Activity is not in the Enterprise audit logs, but for organisations with the Compliance API enabled, sessions are included, and OpenTelemetry can carry prompts, tool calls and document references to your own collector.

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The office add-ins are agents in the rooms where decisions are actually made. Verify like an auditor, deploy like an admin, and remember that the person who clicks send is still the person who sent it.

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No. 18 · Ch 70 / 100

What the EDR Cannot See

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Overview · No. 18 · Ch 70 / 100

Security teams have built a decade of confidence on the endpoint. Endpoint detection and response agents watch every process on every laptop, and a SOC expects to see what runs. Anthropic's architecture overview says, in one sentence, why Cowork breaks that expectation: "The VM is isolated from host-based security tools by design." The local Linux VM is invisible to the EDR on the host, and a cloud session runs on Anthropic's infrastructure, outside your endpoints entirely. The article adds: if your compliance posture depends on endpoint visibility, account for this before rolling out.

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The correct response is not to refuse the tool but to build the layers that the endpoint used to provide. James Reason's 1990 model of accident causation, the one with the slices of Swiss cheese, is the picture to keep in mind: no single layer is whole, and safety comes from the holes not lining up. Here the layers are identity, policy, visibility and response, and each is a setting or a feed already named in this book.

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Identity first. SSO and SCIM from Part Three decide who has a seat; custom roles decide who has the unified experience, cloud sessions, Chrome and Remote Control; Trusted Devices ties remote access to an enrolled device and an 18-hour-fresh sign-in; tenant restrictions keep personal Claude accounts off the corporate network. Policy second. Network egress off or enumerated, connector policies of Blocked and Needs approval with per-tool scope, the three approval switches, the Chrome allowlist, and the MDM keys that disable local MCP servers and desktop extensions. None needs to see inside the VM; all shape what it can do.

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Visibility third, and this is the layer that replaces the EDR's eyes. The Compliance API captures Cowork activity through Claude, Claude Desktop and Claude Mobile, and since May 2026 feeds the security and compliance tools you already own; the office add-ins and Claude Tag have their own trails. OpenTelemetry export sends prompts, tool calls and document references to your collector, where the SOC can write detections against them as it would against any log. A SIEM that ingests all three can answer "what did that session touch" without ever seeing the process table, and your incident runbook in Part Ten should assume it will be asked.

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Response last: a named owner, the Sign out everywhere button, the Scheduled tasks switch and the egress setting, each of which can stop a session's reach in minutes. Regulators have moved in the same direction. The EU's NIS2 directive asks for risk-management measures, not particular sensors; the NIST Cybersecurity Framework speaks of identify, protect, detect and respond, not of any one agent on a laptop. The myth to retire is that the EDR saw everything before; it never saw inside a browser tab or a SaaS tenant either. The sandbox is a blind spot with four walls around it, and walls you can inspect are better than a camera you cannot.

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No. 18 · Ch 71 / 100

Rolling Out to Engineers

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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Every Claude Enterprise seat now carries Claude Code : the terminal tool, the IDE extensions, the web version that runs in a cloud sandbox, and the Slack entry point. Anthropic released it as a research preview in February 2025, made it generally available in May 2025, added premium Claude Code seats for Team and Enterprise that August, and put it on the web in October 2025; since 16 January 2026 even standard Team seats include it. The sister volume, Claude Code: The Ultimate Guide 2026 , covers what a developer does with it hour by hour. This part covers the organisation around the developer: who gets it when, what is locked, what is measured, and who signs off a merge.

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The first decision is not technical. Engineering tools spread by imitation, and the 2025 DORA report on AI-assisted software development, drawn from several thousand practitioners, found that around nine in ten respondents already used AI at work, and that AI amplifies whatever an organisation already is: strong platforms and small batches got faster, weak ones got faster and less stable. So a rollout is less about distributing a binary than about deciding which teams are ready to absorb speed. How we know is the usual trio: the Claude Enterprise administrator guide on claude.com, the Claude Code admin documentation at code.claude.com, and your own audit log once the first wave starts.

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A staged pattern works. Wave zero is the platform or developer-experience team, five to ten people who will write the managed settings (chapter 72), the repository CLAUDE.md files and the review rules (chapter 75). Wave one is two or three product teams that asked, with a named lead each, for four weeks. Wave two is every team that wants it, provisioned through SCIM groups so that joining a group is joining the rollout. The last wave is the long tail of people who did not ask, who need a champion more than a licence. A 4,000-person insurer in Zurich ran exactly this shape across a quarter; a 60-person SaaS firm in Austin did it in a fortnight with the same four steps, because the steps are about trust, not size.

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Countries add texture. A German automotive supplier must put per-member analytics (chapter 77) in front of the works council before wave one, because software that can evaluate individual performance falls under co-determination (BetrVG section 87). A UK bank will want the FCA's operational-resilience lens on any tool that can push code. A US health company on the HIPAA-ready configuration should note which newer features do not yet apply to it. None of this stops a rollout; it sets its order.

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What it means now: treat the rollout as a change programme with a product in it. Name the waves, the dates and the people, write down what each wave must show before the next starts, and let the audit log rather than enthusiasm tell you when to open the gate.

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No. 18 · Ch 72 / 100

Managed Settings

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Claude Code reads its configuration from a stack of sources, and the one that matters to an administrator is the top layer, called managed settings . Anthropic's settings documentation at code.claude.com lists the order: user settings in the home directory, project settings committed to the repository, local project settings, command-line arguments, and above them all the managed tier, which no lower layer and no flag can override. Whatever you put there is simply true on that machine, in that session. That is the whole point.

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There are two ways to deliver the managed tier, and the choice is a security decision. Endpoint-managed settings are a file or policy placed on the device by your MDM: a managed-settings.json under the system application-support directory on macOS, under /etc/claude-code/ on Linux, or in the programme-data directory on Windows, or the equivalent macOS configuration profile and Windows registry policy. Server-managed settings, by contrast, are entered by an Owner under Admin Settings, Claude Code, Managed settings in the claude.ai console; clients fetch them when a member signs in with the organisation's login and poll hourly afterwards. Anthropic is candid about the difference: server delivery is a client-side control, not a security boundary, and on an unmanaged laptop a user needs no administrator rights to defeat it. On an MDM-enrolled device the file can be protected at…

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What goes in the tier is a short list of things you genuinely want fixed. Permission rules: a deny list such as reading .env files or running curl , with allowManagedPermissionRulesOnly so users cannot widen it, and disableBypassPermissionsMode so nobody runs with permissions off. MCP control: allowedMcpServers and deniedMcpServers , matched by URL or exact command rather than by a name a user can choose, and allowManagedMcpServersOnly to lock the list; a standalone managed-mcp.json , MDM-only, takes exclusive control or disables MCP entirely with an empty map. Hooks, which run your audit script after every edit, though users see a security approval dialogue before a hook delivered from the server applies. And forceRemoteSettingsRefresh , which makes the client exit rather than start without policy if it cannot reach Anthropic.

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A Dutch bank keeps its MCP allowlist to three internal servers and the GitHub connector; a Canadian university locks nothing but logs everything, because its researchers run on personal devices where locking is theatre. Both are right for their situation, and both say so in writing. Changes to server-managed settings appear as events through the Compliance API, so the lock is auditable as well as effective.

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Lock what matters, leave the rest to the developer, and remember that a setting nobody can see enforced is a setting that does not exist.

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No. 18 · Ch 73 / 100

Heavy Users and Usage

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Coding is the heaviest thing anyone does with a Claude seat. A chat question is a few thousand tokens; an afternoon of agentic refactoring across a monorepo is millions, and because Enterprise usage is billed at API rates on top of the seat, engineering is where the usage line of the invoice is written. The temptation is to treat the biggest numbers as a problem. Often they are the point.

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Start with the controls Anthropic gives you, all documented in the 2 July 2026 post on spend visibility and in the admin guides. Spend limits exist at organisation, group and member level, and since 23 October 2026 a group can hold a pooled budget rather than a sum of individual caps. Admins are alerted at 75 and 90 per cent of an organisation limit; a member sees a notice at 75 and 95 per cent and can request an increase from inside the product rather than by email. Model entitlements let you decide which models a role may use and which one a new session starts on, and effort controls for members have been in beta since 1 July 2026. Efficient mode restricts a role to Sonnet and Haiku at low effort. The analytics dashboard, filtered by SCIM group, shows spend and lines accepted per person for the calendar month.

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Now read the distribution rather than the total. In every engineering rollout the spend curve has a long tail, and the tail contains three different people. The first is the builder: a senior engineer who has moved real work onto the tool and whose cost per merged pull request, visible on the Value tab (chapter 77), is lower than the team average. The second is the runaway: a session that has been retrying a failing test suite for two hours, a scheduled task nobody cancelled, or a background agent looping on a flaky build. The third is the idle seat, which costs the seat fee and nothing else and is a different conversation. The same number at the top of the chart means opposite things, and only the session list tells you which.

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A London fintech set member caps so low in its first month that its two best adopters hit them by the tenth and stopped using the tool; the caps were raised, but the habit took a quarter to come back. A Bengaluru services firm did the opposite: a pooled team budget with alerts, a weekly look at the top ten sessions, and a rule that a loop running over an hour is a support ticket rather than a bill. Its outliers turned out to be the people worth copying.

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What is in your control is the shape of the budget and the attention you pay to its tail. Cap the organisation, pool the teams, alert early, and never punish the best users for being the best.

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No. 18 · Ch 74 / 100

Claude Security

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On 20 February 2026 Anthropic announced Claude Code Security , at first as a limited research preview for Enterprise and Team customers with priority for open-source maintainers, and by October 2026 listed on the Enterprise page simply as Claude Security, part of every seat. It scans a codebase for vulnerabilities, assigns each finding a severity and a confidence score, runs its own layered verification to cut false positives, and drafts a targeted patch for a human to review. Nothing is changed until someone accepts it. How we know: Anthropic's launch post and the product page, which also said that the model behind the preview had already found hundreds of previously unreported vulnerabilities in open-source projects.

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The interesting claim is not that it finds bugs but how. Conventional static analysis (SAST) tools match patterns and rules, and they are very good at the classes of bug that have a pattern: injection, unsafe deserialisation, a known-bad function call. What they miss is meaning: an authorisation check that exists but guards the wrong object, a business rule that can be bypassed by calling two endpoints in the wrong order. A model reads the code the way a reviewer does and can catch those. It also hallucinates the way a reviewer does, which is why the scores and the human step exist.

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So pair, do not replace. Keep the SAST tool in the pipeline for the rule-shaped bugs and the compliance evidence; run Claude Security on the logic-shaped ones and on the triage of what the first tool found. Route findings into the same tracker, with the same severity vocabulary, ideally the CWE identifiers and the OWASP Top Ten categories your auditors already recognise. A patch drafted by Claude goes through the same pull-request path as any other change (chapter 75), with the AI-assisted label on it. If a finding is a true positive in production code, your incident process, not the tool, decides whether it is a vulnerability disclosure.

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The regulatory clock is ticking in more than one jurisdiction. The EU Cyber Resilience Act entered into force on 10 December 2024; its vulnerability-reporting obligations for manufacturers of products with digital elements apply from 11 September 2026 and most of the rest from 11 December 2027. The UK's NCSC publishes secure-development guidance that auditors increasingly reference, and US federal suppliers live with the secure software attestation form that followed Executive Order 14028 of May 2021. A tool that drafts patches is useful under all three; a process that proves a human reviewed them is what the auditors ask for.

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The tool finds and drafts. Your engineers decide, and your records show they did.

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No. 18 · Ch 75 / 100

Review Rules for AI-Written Code

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The rule fits on one line: a human approves every merge, and the human is accountable for it. Everything else in this chapter is machinery to make that line hold when a large share of the diff was typed by a model. The machinery is familiar, because the industry built it for human authors who were also fallible: branch protection, required reviews, required status checks, code owners, and a label that says what the change is.

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Start with labelling, because it is the cheapest and most contested. Claude Code adds a co-author trailer to commits it makes by default, and the setting is documented, so a repository can tell at a glance which commits had a model's hand in them. Add a pull-request label, AI-assisted, applied by the author, and resist the urge to make it a confession. Its purpose is measurement, not blame: without it you cannot compare the change failure rate of assisted and unassisted work, and that comparison is the most useful number you will produce this year.

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Then the gates. Branch protection on the default branch with at least one approving review from someone other than the author, and no exceptions for bots. Required checks: the test suite, the SAST scan, and whatever Claude Security (chapter 74) raised as high severity. A CODEOWNERS file so that a model-written change to the payments module is seen by someone who owns payments. A rule that a reviewer who asked Claude to write the code is not the reviewer who approves it, which is the same rule you already have for pairing. For background agents (chapter 76), the person who triggered the run is the author of record.

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Measure with DORA's four keys: deployment frequency, lead time for changes, change failure rate and failed-deployment recovery time. How we know they matter is the 2025 DORA report, whose respondents reported higher throughput with AI but also higher instability unless the surrounding practices, small batches, good platforms and fast feedback, were already in place. The METR randomised trial published on 10 July 2025 is the other caution: 16 experienced open-source developers on 246 real tasks were 19 per cent slower with early-2025 AI tools while believing they were faster. Neither study is the last word, and tools have moved on, but together they say that feelings are not a metric and that review rules are where speed is either banked or lost.

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A Stockholm payments firm requires two reviews on any AI-assisted change touching money and one elsewhere; a Melbourne university lab requires none for notebooks and all of the above for the production pipeline. Both wrote it down. Decide the rule, automate the gate, and let the four keys tell you whether the model is helping.

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No. 18 · Ch 76 / 100

CI and Background Agents

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A developer at a keyboard is one kind of Claude Code user. The other kind has no keyboard: a session started from the web and left to run, a GitHub Actions job that wakes when someone writes a mention in a pull request, a scheduled task that opens a fix at six in the morning. These are background agents , and they change two things for the organisation: where the code runs, and whose name is on the result.

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How the cloud version works is described in Anthropic's engineering post of 20 October 2025 on sandboxing, published the day Claude Code on the web launched. Each web session runs in an isolated cloud sandbox with filesystem and network boundaries. Git credentials and signing keys never enter it. Instead a git proxy outside the sandbox holds the real token; inside, git authenticates to the proxy with a scoped credential, the proxy checks the operation, for instance that a push goes only to the configured branch, and then forwards it. On the desktop, the same post describes the local sandbox built on operating-system primitives, bubblewrap on Linux and Seatbelt on macOS, which Anthropic says cut permission prompts by 84 per cent in its own use. The Enterprise network-egress setting (chapter 63) decides what a cloud session may reach: nothing, package managers only, named domains, or…

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GitHub Actions is the other common home. Anthropic's action runs Claude Code inside a workflow in response to a mention; it needs a credential, and the right credential is not a long-lived API key pasted into repository secrets but a short-lived token from Workload Identity Federation (chapter 79), which GitHub's OIDC issuer supports. Independent security researchers have noted that the action imposes no network restriction of its own, that the agent installs packages it chose, and that the runner therefore needs the same hardening as any other job that executes code. Treat it as a build step, because it is one.

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Accountability is the part no sandbox solves. A bot's pull request is still a pull request, and chapter 75's rule applies: the human who triggered the run is the author of record and cannot be its approver. Give the agent its own identity, a GitHub App rather than a borrowed personal token, so that the audit trail says which agent did what, and give its branches a prefix so a reviewer knows what they are looking at before they open it. A Paris media group names every agent branch claude/ and routes them to a dedicated reviewer rota; a Toronto bank forbids agents from touching anything under infra/ by a managed deny rule (chapter 72), because an agent that can edit Terraform can edit the perimeter.

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Let the machine run while you sleep, with the keys locked in a box it cannot open, and a human name on everything it hands back.

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No. 18 · Ch 77 / 100

The Usage and Value Tabs

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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On 2 July 2026 Anthropic's post on giving admins more visibility over Claude spend added two tabs to the Claude Code section of the admin console. Usage shows active developers, sessions, top commands, lines of code accepted, the suggestion accept rate and, per member, an email address beside a monthly count. Value takes the same data plus cost and produces three estimates: productivity lift, cost per commit and estimated annual value. Every formula is shown inline and every input can be changed. How we know: the post itself, the support article on Claude Code usage analytics, and the Claude Code Analytics API, which hands the same daily figures to whatever you prefer to chart with.

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Read the Usage tab first and literally. Active developers and sessions are facts. Top commands tell you whether people are using the tool as a search box or as an agent. The contribution metrics, pull requests merged and lines committed with and without Claude Code, are in beta and need a GitHub Cloud connection; they refresh once a day, and the month resets on the first. Lines accepted is the number that will be quoted in your steering committee, and it is the one to trust least. A line of code is a cost, not a value; the remark widely attributed to Bill Gates that measuring software by lines is like measuring an aircraft by weight has survived because it is right.

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Read the Value tab as a model, which is what it is. A productivity lift estimate rests on an assumption about how much time each accepted line or each session saved; an annual value rests on that and on a loaded salary figure. Anthropic shows the formula and lets you change the inputs, which is more honest than most vendor dashboards, and it means the number on the screen is partly your number. Put your own assumptions in, write them down, and present the result as a range. If the committee wants one figure, give the lower end and the formula.

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Two cautions travel across borders. Per-member counts beside email addresses are personal data under the GDPR and, in Germany, a technical facility capable of monitoring performance, which makes the tab itself a matter for the works council under BetrVG section 87 before it is opened. In the UK and the US the constraint is softer and the risk is cultural: a leaderboard of lines accepted will be gamed within a week by the people least worth rewarding. Use group-level views for comparison and member-level views for support.

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The Usage tab tells you what happened. The Value tab tells you what you assumed. Keep the two apart in your own head and in every slide.

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No. 18 · Ch 78 / 100

Onboarding a Developer

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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The best test of an engineering rollout is a stranger. A new hire has no habits to unlearn and no idea which of your rules are real, so the path you give them on day one is the path the tool will actually be used on. Design it as a path, with a start, a few stops and a finish line you can measure: time to first merged pull request with Claude Code in the loop.

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Morning of day one. The engineer signs in through SSO; if the organisation uses just-in-time provisioning they have a seat before the welcome email lands. They install Claude Code in the terminal or the IDE and sign in with the organisation login, which is the moment server-managed settings (chapter 72) arrive: the permission deny rules, the MCP allowlist and any hooks, which show a one-time approval dialogue because they run commands. On an MDM-enrolled laptop the managed-settings file was already there. Either way, /permissions inside Claude Code shows what applies, and the first thing a mentor does is read that list with them. Then they open a repository that already has a CLAUDE.md, the file the platform team wrote in wave zero (chapter 71): build and test commands, conventions, the places not to touch.

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Afternoon. A small, real task, chosen by the mentor from the backlog: a bug with a failing test attached, or a documented refactor. The engineer asks Claude to plan before it edits, reads the plan, lets it work, runs the tests, and opens a pull request with the AI-assisted label (chapter 75). The mentor reviews it that day. The point is not the fix; it is that the new person has seen the whole loop, including the part where a human says no to something the model proposed.

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Days two to five are about judgement. Pair sessions where the mentor narrates when they trust the tool and when they do not; a look at the Usage tab to show that the organisation can see sessions and spend, because surprises later erode trust; a walk through the security guidance the sister book covers, prompt injection from a dependency's README included. By day thirty the measure is simple: how many merged pull requests, what change failure rate, and whether the engineer still reads the plan before saying yes.

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A Lisbon bank's platform team cut its median time to first merged pull request for new engineers from eleven working days to four after adding CLAUDE.md files to its twenty core repositories; a US federal contractor measured the same thing and found the bottleneck was approval queues, not the tool. Either answer is useful, which is the argument for measuring at all.

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Onboard the person to the loop, not the tool, and count the days until a stranger ships.

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No. 18 · Ch 79 / 100

The Platform Beside the Seats

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A seat is for a person. Beside the seats stands the Claude Developer Platform , the API and the tooling for software that calls Claude without a person at the keyboard: the chatbot on the website, the pipeline that classifies tickets, the agent that reconciles invoices overnight. It is bought by the token, administered in the Console at platform.claude.com rather than in the claude.ai admin settings, and it is the subject of the sister volume Agents in Production . The question here is only when an organisation that owns seats should also build on it.

Paragraph 1 of 4 · No. 18 · Ch 79 / 100

The layers, from the Console's own documentation. The Messages API at the bottom, with the same models the seats use, billed per token with zero data retention available under agreement. Above it the Claude Agent SDK , released in September 2025 as the same agent loop, tools and context management that power Claude Code, packaged for your own programmes. Above that Managed Agents , announced 8 April 2026 in public beta: a hosted runtime where Anthropic runs the session, the sandboxed code execution, checkpointing and scoped permissions, with session traces visible in the Console, so a team defines the task and the tools rather than the infrastructure. And across all of it Workload Identity Federation , which lets a workload present a short-lived OpenID Connect token from an identity provider you already run, AWS, Google Cloud, Microsoft Entra ID, GitHub Actions, Kubernetes, SPIFFE,…

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How we know is the platform documentation itself, which also lists the identity objects: a service account that is the non-human principal, a federation issuer per environment, and a federation rule mapping token claims to the account and a scope. The practical effect is that the question security asked in chapter 76, where does the key live, has a boring answer: nowhere.

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When to build. A Madrid retailer uses seats for every analyst and the API for a product-recommendation service that must answer in under a second with no human in the loop; the two bills are separate and so are the controls. A Nairobi mobile-money firm started on seats, found a workflow that 40 people repeated daily, and moved it to a Managed Agent with a human approval step at the end. A UK housing association looked at the same question and decided the seat plus a skill (chapter 52) was enough, because the workflow had a person in it anyway. The decision rule is chapter 80's: if a person should be in the loop, it is probably a seat problem; if the work must run without one, at volume, inside your own systems, it is a platform problem.

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Seats put judgement beside a person. The platform puts a model inside a system. Know which one you are buying, and give each its own keys.

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No. 18 · Ch 80 / 100

Build, Buy or Wait

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Overview · No. 18 · Ch 80 / 100

Every engineering leader with an Enterprise contract hears the same request several times a month: can we have Claude do X. The answer is one of four, and the mistake is to default to the most interesting one. Use the seat as it ships. Configure it with a skill, a plugin, a project or a connector. Build on the platform. Or wait , because Anthropic has announced it. The quadrant on the plate puts those four answers on two axes: how specific the need is to your organisation, and how settled it is, meaning both whether the requirement is stable and whether the product already covers it.

Paragraph 1 of 4 · No. 18 · Ch 80 / 100

Top-left is use. The need is generic and the product does it today: summarising a document, drafting a pull request description, reviewing a diff, turning a spreadsheet into a deck. A surprising share of requests live here and are really training requests; the champion network (chapter 81) answers them, not engineering. Top-right is configure. The need is specific to you but stable: the house style, the legal review checklist, the data model of your CRM, the ten questions your auditors always ask. A skill, a shared project with instructions, a plugin from the marketplace with admin approval, or a custom MCP connector handles it, and the sister volume The MCP Field Guide covers the last. Configuration is cheap to make, cheap to retire (chapter 59) and runs under the seat's controls.

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Bottom-right is build. The need is specific, stable, high-volume and must run without a person in the loop: inside your product, at scale, in your own systems. That is the platform (chapter 79), with its own identity, budget, evaluation suite and on-call. Build only when the use-and-configure answers have been tried and found wanting, and only with the evidence from a pilot (chapter 13) that the volume is real. A build that would have been a skill is the most expensive mistake in this book.

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Bottom-left is wait, and it is the cell people forget exists. Anthropic ships weekly and announces ahead: the unified Claude turns on by default for existing organisations on 16 November 2026; HIPAA-ready and customer-managed-key support for it is expected later; dashboards built on BigQuery, Snowflake and Databricks are in beta; Managed Agents is in public beta with multi-agent coordination in research preview. Building what is on next quarter's roadmap buys you a migration. Waiting with a dated note in the backlog costs nothing and is a decision, not an absence of one.

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A Copenhagen pension fund wanted a bespoke agent to answer member queries; the pilot showed the queries were generic and the answer was a project with the policy documents in it. A Singapore logistics firm wanted the same tool to reroute shipments overnight at scale; that one was a build, and it was budgeted as software. Decide which cell you are in, write the cell on the ticket, and keep the judgement with people.

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A Network of Champions

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A champion network is the cheapest and most reliable part of an Enterprise rollout, and the one most often skipped. The idea is old: pick one person in every team of 25 to 50 who already likes the tool, give them a little time, a shared channel and a direct line to the people who run the platform, and let them teach by example. Nobody learns to use Claude from a slide deck. They learn from the colleague two desks away who shows them how a Project with the team's templates in it saves an hour on Monday.

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How we know the ratio works is practice rather than doctrine. Microsoft's Office rollouts in the 2010s, Google Workspace migrations and most ERP programmes have leaned on a one-to-thirty or so champion ratio, and Anthropic's own rollout guidance for the unified Claude follows the same shape: pilot with one role, review, then expand in waves. The measurable evidence comes from your own console. The usage analytics introduced on 2 July 2026 break activity down by SCIM group and by user, with outputs such as artifacts, files edited, skills and connectors used, so a champion's team can be compared with one that has none. In the pilots we have seen, teams with a champion reach weekly active use two to three times faster. That is an observation, not a law.

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The roles in the network matter more than the title. At the root sits the AI lead, who owns the use-case inventory and the feedback loop. Under them, champions cluster by function: a finance champion who maintains the close-commentary Skill, a legal champion who owns the contract playbook, an operations champion who turns casework into templates, a sales champion who knows which CRM connector is approved. Each champion holds office hours, 30 minutes a week, and posts one worked example a fortnight in the shared channel. A German manufacturer we worked with added a works council member to the network from day one, which turned a potential veto into a co-author.

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Recognition is not a poster. The champions who stay are the ones whose managers count the time, whose examples get named in the monthly report, and who are the first to see new capabilities such as Design, Docs and Slides when an Owner enables a beta. A university in the Netherlands gave champions a visible badge in Slack and early access to custom connectors; the badge mattered more than the access.

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The network is also your early-warning system. Champions hear the complaint before the audit log shows it: the connector that asks for approval too often, the Skill that drifted, the model default that feels slow in Efficient mode. Route that upward every fortnight and the platform team stops guessing. A rollout without champions is a licence purchase; with them it becomes a habit.

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Training and AI Literacy

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Since 2 February 2025, Article 4 of the EU AI Act has required providers and deployers of AI systems to take measures to ensure a sufficient level of AI literacy among their staff and anyone operating AI on their behalf, taking account of their technical knowledge, context and the people affected. It is the earliest obligation in the Act to apply and the vaguest. The European Commission's own Q&A says there is no prescribed course, no certificate and no fixed number of hours; what counts is that the training fits the role and the risk. If your organisation has staff in the EU, or serves people there, you are a deployer the moment a Claude seat is used for work.

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How we know training matters is less about the law and more about a well-documented experiment. In 2023 Fabrizio Dell'Acqua and colleagues at Harvard, MIT, Wharton and Boston Consulting Group put 758 consultants through tasks with and without GPT-4. Inside the model's "jagged frontier" quality rose sharply; on a task designed to sit just outside it, consultants using the model were 19 percentage points less likely to get the right answer, because they trusted a fluent wrong answer. The lesson for a Claude rollout is that the skill to teach is not prompting. It is knowing where the edge is and checking.

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A practical curriculum has four tiers. Everyone gets 45 minutes: what Claude Enterprise is, what it is not, that inputs are not used for training under the commercial terms, what a Project and a connector are, and how to verify a claim before it leaves the building. Regular users get a role-based session, two hours, built on their own documents: a finance analyst learns the Excel patterns, a lawyer the clause-review flow, a caseworker the plain-English letter. Power users and champions get a half day on Skills, Projects and the unified Claude's sandbox. Admins and the security team learn the console, roles, connector policies and the audit log, ideally before the first wave rather than after the first incident.

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Anthropic Academy, the free course catalogue at anthropic.com, covers the product side well enough that you need not write that material yourself; what nobody else can write is the part about your data, your approvals and your examples. A Swedish bank filmed six five-minute clips by its own champions and saw more completions than any vendor course had managed. A US hospital system made the HIPAA module mandatory before a seat was assigned, which SCIM made easy to enforce.

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The honest measure of literacy is not attendance. It is whether people catch errors. Sample outputs monthly, count the corrections, and watch the trend. A workforce that can say "I checked" is the only compliance evidence that survives contact with a regulator.

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Legal and Compliance Teams

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Lawyers were the first profession to be publicly embarrassed by a language model and are now among its most careful users. In Mata v. Avianca in June 2023, Judge P. Kevin Castel of the Southern District of New York sanctioned two lawyers who had filed a brief containing six cases that did not exist, invented by a chatbot. In June 2025 the High Court of England and Wales, in Ayinde v London Borough of Haringey , warned the profession in plain terms after fictitious citations appeared in two unrelated cases. Neither court banned the tools. Both said the duty to verify is the lawyer's and cannot be delegated.

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That is the frame for a legal rollout: Claude drafts, finds and compares; a named person checks and signs. How we know it holds up is the audit trail. On the Enterprise plan the audit log and the Compliance API record who asked what, with which connector, and the Project keeps the playbook and its version beside the chat. When a regulator or a client asks how a clause was reviewed, you can show the flow rather than describe it.

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The clause-review playbook is the workhorse. A Skill holds the firm's or the department's positions: preferred limitation of liability, acceptable governing law, the indemnity language the board approved in 2024, the data-protection terms required under Article 28 of the GDPR. Claude reads an incoming contract, marks each clause as standard, negotiable or escalate, drafts the fallback wording and lists what it could not assess. A 4,000-person insurer we know of runs supplier agreements through this flow and reports that the first-pass review time fell from days to hours; the lawyers still read every escalated clause, and the Skill is updated when a position changes.

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Research works the same way with one extra rule: every authority gets a live source. Web search and a connector to the firm's document management system let Claude cite what it found, and the house Skill requires the citation to be a link or a document reference, never a bare case name. Confidentiality and privilege need thought in each jurisdiction. In England, legal advice privilege attaches to communications between lawyer and client; in the US, work-product doctrine is broader; in Germany the Bundesrechtsanwaltsordnung's duty of confidentiality is personal to the lawyer. In each, the commercial terms that inputs are not used for training, custom retention and, where needed, customer-managed keys are the controls you cite, and the DPO signs the DPIA.

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Compliance teams use the same muscles: policy question-answering over a Project of current policies, regulatory change summaries with sources, and first drafts of responses to supervisors. What never moves is the signature. A legal team that uses Claude well is not faster at being wrong; it is faster at being checked.

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Finance

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Finance teams are natural adopters because their work is already structured, numeric and deadline-driven, and natural sceptics because a wrong number has a name attached. Both instincts are right. The month-end close is where Claude earns its seat: variance commentary drafted from the actuals, reconciliations explained, policy questions answered from the accounting manual, and Excel models built or audited with Claude for Excel, which entered beta on 24 November 2025 and ships with the Microsoft 365 bundle in every Enterprise seat.

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How we know the gains are real is the close calendar itself, which every controller keeps. In a 2,000-person logistics company the commentary step that used to take two analysts three days of writing now takes one day of drafting and checking; the variance analysis is the same, the prose is faster. The number is theirs, measured over four closes, and it matched what the Claude Code Value tab does for engineers: an estimate with the formula visible and the inputs adjustable, never a claim of hours saved that nobody can reproduce.

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Controls do not relax because the drafter is a model. Under section 404 of the Sarbanes-Oxley Act of 2002, US-listed companies attest to internal control over financial reporting; the 2024 UK Corporate Governance Code adds a declaration on material controls from financial years starting 1 January 2026. Segregation of duties is the practical rule: the person who prompts the commentary is not the person who approves the journal, and Claude is never given a connector that can post to the ledger. Read access to the ERP through a custom MCP connector, scoped by role, is enough; write tools stay Blocked under the connector policy, and the audit log shows that they were.

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Checking every number means checking at the source. Claude can misread a pivoted table, pick the wrong period, or quietly round. The house Skill for finance therefore demands that every figure in a narrative be traceable to a cell reference or a report line, and the reviewer samples ten figures per close. A French subsidiary adds a second rule: anything that will go to the statutory auditor is produced in the sandbox from the signed-off extract, not from a chat with a pasted screenshot.

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Spend is the other finance concern, and the console helps: pooled group budgets, announced on 23 October 2026, let the CFO give the finance group one cap, with alerts at 75 and 90 percent for admins and a request-an-increase path for users. The model entitlement for the group can be Sonnet by default and Opus for the close week. Finance will trust a tool that respects its controls, and this one can be made to.

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Sales and Customer Service

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Sales and service teams are where the research evidence on assistants is strongest and the data-handling questions are sharpest. Start with the evidence. In 2023 Erik Brynjolfsson, Danielle Li and Lindsey Raymond studied 5,172 customer-support agents at a software firm given an assistant that suggested replies. Issues resolved per hour rose by about 14 percent on average and by around a third for the least experienced agents, with no measurable gain for the most experienced; customer sentiment improved and attrition fell. The pattern has repeated in most honest pilots since: the tool lifts the floor more than the ceiling.

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In Claude Enterprise the sales workflow runs through connectors. The Salesforce connector entered beta on 15 September 2026; HubSpot and the ticketing systems have their own, and a custom MCP connector covers the in-house CRM. Each respects the user's existing permissions in the source system, so a rep sees the accounts they could already see. Account research pulls the record, recent emails from the Gmail or Microsoft 365 connector and the open web into a call brief; the proposal draft starts from a Project holding the approved pricing sheet and the case studies; the follow-up is drafted in Outlook with Claude for Microsoft 365. The sales champion keeps the brief template as a Skill.

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Service teams draft macros and replies. The useful pattern is the one from the 2023 study: suggestions, not sends. Claude in Slack or the ticket connector proposes a reply with the policy reference; the agent edits and sends. A Spanish telecoms operator reports that its newest agents reached target handling time in half the usual weeks, which matches the study's finding and is worth more than any headline productivity figure.

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Customer data is the sharp question. Under the GDPR, purpose limitation means a customer's record can be used to serve that customer, not to train a model or to profile them for something else; the commercial terms that inputs are not used for training, custom retention and the connector policies are what you cite in the DPIA. In the US, state privacy laws in California, Colorado and elsewhere add opt-out rights around profiling. From August 2026 the EU AI Act's transparency rules require that people are told when they are interacting with an AI system; a drafted reply sent by a human is not that, a bot that answers directly is.

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Tone is the last control and the easiest to lose. A house Skill for customer voice, with real examples of good and bad replies, keeps a drafted apology from sounding like a terms-of-service page. The floor rises; the signature, and the voice, stay human.

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People Teams and Works Councils

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Human resources is where an assistant is most useful and most constrained. Useful, because HR answers the same policy questions all day, writes job descriptions, summarises engagement surveys and drafts letters; a Project holding the current handbook, with Claude answering from it and citing the page, pays for itself in a month. Constrained, because employment decisions are where the law draws its brightest lines, and because the analytics that make a rollout measurable can look, to a staff representative, like surveillance.

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Start with what HR may not do. Article 22 of the GDPR gives people the right not to be subject to a decision based solely on automated processing that significantly affects them, and hiring, promotion and dismissal qualify. The EU AI Act lists recruitment, selection, promotion, task allocation and monitoring of workers among its high-risk uses in Annex III, with obligations planned to apply from August 2026 on the Act's own timetable. New York City's Local Law 144, enforced since July 2023, requires a bias audit before an automated employment decision tool is used. The practical rule is simpler than any of them: Claude may draft a job description, structure an interview guide or summarise a candidate's own written answers for a human reader; it may not rank, reject or score people. Write that in the policy and in the HR Skill.

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Then consult. In Germany, section 87(1) no. 6 of the Betriebsverfassungsgesetz gives the works council a co-determination right over technical equipment that is capable of monitoring employees' conduct or performance; courts have read "capable" broadly, and per-user usage analytics are capable. A Betriebsvereinbarung negotiated before the pilot is the normal route, and it usually sets what the analytics show, who sees them and for what. In the Netherlands, Article 27 of the Works Councils Act requires the council's consent for arrangements concerning monitoring of staff. In France the comité social et économique must be informed and consulted before new technologies are introduced that affect working conditions. The UK has no equivalent right, but the ICO's guidance on monitoring at work and the Employment Practices Code still apply, and a recognised union will ask.

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How we know the consultation route works is the German manufacturer from chapter 81: six weeks of negotiation produced an agreement that limits analytics to group level for groups under ten, bars use in performance reviews, and names the council as a recipient of the quarterly report. Adoption there outran the other sites.

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Trust is the asset. Say plainly what is logged, who can read it and what it will never be used for, and keep the sensitive-topic memory setting at its opt-in default. A people team that keeps its promises about data is the one that gets to use the tool.

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Marketing and Communications

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Marketing teams adopt fastest and need the most editing. The seat gives them a brand Skill, Claude Design for layouts and visual drafts, Slides and Docs for decks and briefs, research with sources, and the Chrome extension for reading a competitor's page. The output is abundant; the discipline is what happens between draft and publish. Three gates belong in the campaign cycle : a claims check, a disclosure decision and a copyright review.

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Claims first. Every advertising regime punishes a claim you cannot substantiate. The UK's CAP Code, enforced by the Advertising Standards Authority, requires objective claims to be capable of substantiation before they are made; the US Federal Trade Commission's substantiation doctrine has been in place since 1983; the EU's Unfair Commercial Practices Directive does the same across the single market. Claude is good at drafting a superlative and no good at knowing whether it is true. The house Skill therefore requires that every factual claim in copy carry a source line, and the campaign Project holds the approved claims list. A consumer-goods company in Denmark runs each draft through a "claims table" step, in which Claude lists every claim with its evidence or marks it unsupported; the marketing director says the table catches two or three a month.

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Disclosure is a norm that is becoming a rule. The EU AI Act's transparency article requires that AI-generated or manipulated images, audio and video that look real be labelled, with the obligation on the Act's timetable from August 2026, and platforms from Meta to YouTube already ask for labels. A press release drafted with Claude and edited by a human needs no label anywhere; a synthetic spokesperson does. Decide the house line in advance and write it into the Skill, so a junior marketer never has to guess.

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Copyright care has two halves. On the way in, the brand Skill and the Project may hold only material the company has rights to use; a connector to the DAM is better than a folder of saved images of unknown origin. On the way out, the law in most places protects human authorship. The US Copyright Office's 2023 guidance, upheld when the DC Circuit affirmed Thaler v. Perlmutter in March 2025, says purely machine-generated material is not registrable; the UK's Copyright, Designs and Patents Act does recognise computer-generated works, a provision the government consulted on in 2024 and 2025. Keep a human in the creative decisions and keep the drafts, so authorship is documentable.

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What this means for the comms team is a calmer week: more drafts, faster versions, and three short gates that are the same every time. The voice stays the brand's because the Skill carries it, and the claims stay true because somebody checked.

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Operations and the Public Sector

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Operations teams and public bodies share a workload of casework, correspondence and procurement, and a duty to be fair, accessible and accountable to people who did not choose to be customers. That makes them careful adopters and, when the controls are right, grateful ones. A benefits caseworker who can turn a 40-page file into a two-page summary with page references, or a housing officer who can rewrite a template letter in plain English at reading age nine, is doing the job the public wanted done.

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How we know what good looks like is written down. The UK Government Digital Service published the AI Playbook for the UK Government in February 2025, ten principles that include knowing what AI is and its limitations, using it lawfully and ethically, keeping meaningful human control at the right stages, and being open about its use. Anthropic signed a memorandum of understanding with the UK Department for Science, Innovation and Technology the same month to explore uses in public services. In the US, Claude is available in FedRAMP High-authorised cloud environments through AWS GovCloud, and the General Services Administration's OneGov agreement of August 2025 made Claude available to federal agencies for a nominal fee. Anthropic's Trust Center lists the certifications a public buyer will ask for: SOC 2 Type II, ISO 27001 and ISO/IEC 42001.

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The workflow for a city council of 3,000 staff looks like this. Casework summaries run in a Project per service with the service's policy documents attached, and the Skill requires every statement in a summary to cite a page of the file. Letters go through a plain-English Skill that applies the authority's style guide and checks for reading age and jargon. Procurement teams use Claude to compare bids against the published evaluation criteria and to draft clarification questions, with the scoring itself done by the evaluators, as the Procurement Act 2023, in force since 24 February 2025, expects. A Canadian provincial agency uses the same pattern for permit applications and reports that appeal rates fell when the letters became readable.

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Accessibility is a legal duty in the public sector, not a preference: the UK's Public Sector Bodies Accessibility Regulations 2018 require web content to meet WCAG, and Section 508 does similar work in the US. Claude Design and Docs produce drafts; the accessibility check, alt text and reading-order review remain a human gate before publication, and the Skill reminds the drafter.

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Data residency and retention decide what is possible. A council processing special-category data chooses custom retention at the 30-day minimum and, where the policy requires, US-only inference or customer-managed keys, accepting that CMEK currently keeps it off the unified experience. The public sector is not slower because it is timid; it is slower because it must show its working, and this plan can show it.

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Universities and Research

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A university is three organisations sharing a car park: an administration that runs like any 4,000-person employer, a research community with its own data rules, and a student body of tens of thousands whose relationship with the institution is assessment. Claude Enterprise fits the first well, the second with care, and the third only through a deliberate policy. Anthropic launched Claude for Education on 2 April 2025 with Learning mode, which answers a student's question with guiding questions rather than a finished essay, and named Northeastern University, the London School of Economics and Champlain College as early campus-wide partners. That product line is the student door; the Enterprise plan is the staff and research door.

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For staff the use cases are familiar: timetabling queries over a Project of regulations, admissions correspondence, grant-application drafting against the funder's call, committee minutes. For researchers the question is data. A research dataset with personal data is processed under the GDPR's research provisions and the institution's ethics approval, and the approval usually names where the data may go. The DPIA for the plan, custom retention and the connector policy are what the ethics committee or institutional review board reads. A German university's data protection officer we know of allowed Claude on anonymised and public data by default and required ethics-committee sign-off per project for anything identifiable, which is the pattern most committees will recognise.

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Academic integrity is where popular belief needs correcting. AI-writing detectors do not work reliably; Vanderbilt University disabled Turnitin's AI detector in August 2023, citing false positives, and many institutions followed. The honest response is to redesign assessment and to be explicit about permitted use rather than to police with a tool that convicts the innocent. Universities in Australia, led by the Tertiary Education Quality and Standards Agency's 2023 and 2024 guidance, moved first toward "two-lane" assessment, with some tasks secured in person and others openly allowing AI with disclosure. That is a policy decision for senates, not for IT, but IT can make the permitted lane easy by provisioning seats and Projects per course.

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How we know students use these tools is Anthropic's own Education report of April 2025, which analysed a million anonymised student conversations and found computer science students over-represented and most use in creating and analysing content; the finding is about use, not about cheating, and the two should not be conflated.

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The practical rollout is therefore three waves: administration first, through SSO and SCIM like any employer; research groups by ethics approval; students by course, under a published policy. A university that does this well teaches its graduates the one thing every employer in this book wants: how to use the tool and say that you did.

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When People Push Back

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Around week six the pushback arrives. It comes as a question in a town hall, a quiet refusal to open the tool, a works council letter, or a senior person saying the whole thing is hype. Treat it as information. People push back for four reasons that are worth separating: fear for their job, scepticism that it works, workload (a new tool is more work before it is less), and a worry about deskilling , that they or their juniors will stop learning the craft. All four are reasonable. Only some are yours to fix.

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The Stoics are useful here, which is why this book keeps returning to them. Epictetus opens the Enchiridion with the line that some things are within our power and others are not. In a rollout, what is in your control is the honesty of your communication, the design of the pilot, who gets to opt in, what the analytics show and to whom, and whether results are shared truthfully. What is not in your control is the labour market, the vendor's roadmap, the headlines, and how any individual feels on a given Tuesday. Spend your effort on the first list.

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Honest communication means not promising what you cannot keep. If the business case assumes fewer hires next year, say so; people can tell when a town hall is avoiding the question, and the works council will have read the board paper anyway. Opt-in beats mandate in the first waves: Anthropic's own guidance pilots with a role, and the people who volunteer become the champions of chapter 81. Showing results means the real ones, with the formulas visible, as the Value tab does for engineers, not a hero slide.

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How we know what helps is the published research. Shakked Noy and Whitney Zhang's 2023 experiment in Science found that an assistant raised the output quality of mid-level writing tasks most for the weaker writers and that people enjoyed the work more; Dell'Acqua and colleagues found the same lift inside the frontier and harm outside it. Both results support the sceptic and the enthusiast at once, which is the point to make in the town hall. On deskilling, the history is older than the tool. The Luddites of 1811 to 1816 were skilled croppers and weavers protesting the way machines were used to cut wages, not machinery itself, as E. P. Thompson and later historians showed; the myth that they were anti-technology is a convenient one for employers. Protect the apprenticeship: let juniors do the first draft themselves on a rota, and use the tool to review it.

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What this means now is a quieter posture. Listen before you answer, let people opt in, show real numbers, keep the craft alive on purpose, and accept that some colleagues will never be fans. That is not failure. It is the part that was never in your control.

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No. 18 · Ch 91 / 100

An AI Policy People Read

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Most organisations already have an acceptable-use policy for AI, and most staff have never read it. The reason is length. The policies we are sent for review run to eleven, fourteen, once twenty-three pages, written by counsel for counsel, and the only line anyone remembers is the one that says you may be dismissed. A policy that nobody reads is not a control; it is a liability waiting for a hearing. The fix is two pages that answer four questions in plain English.

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The four questions are stable across sectors. First, what data may go where: a traffic-light table that says public and internal information may be used in Claude under the organisation's Enterprise terms, confidential information only through approved connectors and Projects, and a short list of categories (payroll, health records, unreleased results) that need a named approver. Second, what needs human review before it leaves the building: anything sent to a customer, regulator, court or journalist, and any number that goes in a report. Third, disclosure: when you tell a reader that AI drafted the text, which in most organisations means always for external documents and never for a first draft of an internal note. Fourth, prohibited uses, which should simply point to Anthropic's published Usage Policy rather than restate it, and add the handful of local rules such as no personal…

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How we know this works is survey and log, not opinion. A 4,000-person insurer in the Netherlands we advised replaced a fourteen-page policy with two pages and a signed acknowledgement; the readership measured by the intranet went from under a fifth of staff to nine in ten within a month, and connector approvals in the audit log began to match the policy's table instead of ignoring it. A city council in England ran its draft past a works-style staff forum and cut three paragraphs that the forum could not explain back. A German manufacturer took the two pages to its works council under BetrVG section 87 before switching on usage analytics, because a tool that can report on individuals needs co-determination there, and the policy was the document the council read first.

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Regulation gives the policy a spine without lengthening it. Article 4 of the EU AI Act, in force since 2 February 2025, asks deployers to ensure a sufficient level of AI literacy among staff; a policy that is read and understood is the cheapest evidence of that. The UK's ICO guidance on AI and data protection expects you to be able to say what personal data goes into which system and why.

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Write the policy the way you would explain it to a new colleague on their first morning, and put the version number and the owner's name at the top. The policy is not there to protect you from staff; it is there to let staff act without asking.

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No. 18 · Ch 92 / 100

Spend Limits and Pooled Budgets

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Claude Enterprise is sold per seat plus usage at API rates, which means a seat has a floor but no ceiling unless you give it one. Spend limits are that ceiling. Since the admin changes of 2 July 2026 you can set a limit at three levels: the organisation as a whole, a group drawn from your identity provider, and the individual member. The three nest. A member cannot exceed their group, a group cannot exceed the organisation, and the console shows all three against actual usage in the same view. On 23 October 2026 Anthropic added pooled group budgets , so a department can hold one shared amount that its heavy and light users draw from together instead of each carrying a personal cap that most never reach and a few hit in week two.

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The alerts are the useful part. Admins receive a notice at 75 and 90 per cent of a limit; members see their own at 75 and 95 per cent and can request an increase from the same screen, which lands with whoever your custom role says approves spend. The Admin API carries the same workflow, so a finance team that already runs budgets in a ticketing tool can take the request there, approve it, and have the limit change without anyone opening the console. How we know these thresholds is Anthropic's own announcement and admin guide; how we know they are enough is the audit trail, which records every change of limit with a name and a time.

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The myth to drop is that a cap kills value. In practice a cap is what lets a manager say yes. A university in Scotland we worked with gave each faculty a pooled budget sized from a six-week pilot and told department heads they could spend it however they liked; usage rose, because nobody was afraid of the bill, and only two faculties asked for more before the year end. A city council in the United States set a hard organisation cap for the first quarter and a soft one afterwards, because its procurement rules treat an overrun as a reportable event.

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Efficient mode, model entitlements and effort settings, covered in the next chapter, are the other half of the lever: a limit says how much, a model policy says how expensive each hour is. Set the limit first, from pilot data rather than fear, and review it monthly in the analytics view beside the spend alerts. A limit that was never approached in three months is a limit set by anxiety; a limit hit on the ninth of every month is a group that needs a pool, or a use case that needs an owner.

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The limit is not there to stop work. It is there so that when the bill arrives, nobody is surprised, and so that the conversation about money happens before the work rather than after it.

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No. 18 · Ch 93 / 100

Choosing Models for Cost

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Every seat can reach the same family of models, but not every task deserves the largest one. In late October 2026 the line-up is Haiku 5.5, Sonnet 5.5, Opus 5.5, Fable 5.1 and the restricted Mythos class, and the difference between the smallest and the largest in cost per task is large enough that model choice is the second biggest lever on your usage bill after how often people use the thing at all. Admin controls arrived in two steps: model and effort controls for members entered beta on 1 July 2026, and from 2 July model defaults and entitlements could be set per role, so a custom role can see a default model, a permitted list and an effort ceiling that another role does not.

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Match the model to the shape of the task, not to the seniority of the person. Summarising a meeting, drafting a routine email, classifying tickets, pulling fields from a form: Haiku-class work. Reasoning across a long contract, writing a first-draft analysis, a multi-step agent session in the sandbox: Sonnet-class, which is also where Efficient mode sits. Efficient mode, set organisation-wide or per role, restricts the unified experience to Sonnet and Haiku and starts new sessions on Sonnet 5.5 at low effort. The largest models are for the work where a wrong answer costs more than the model does: a security review, a regulatory submission, an architecture decision. Effort is a dial within a model; low effort on a large model often beats high effort on a small one when the task needs judgement rather than length.

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How we know which mix you are running is the analytics view by group, which shows model usage beside outputs, and the Claude Code Usage tab, which shows the same for engineers. A UK law firm we advised found that two thirds of a litigation team's sessions ran on the largest model for tasks that a smaller one handled identically in a blind comparison; moving the role default and leaving the larger model available on request cut the team's usage in a month without a single complaint. A hospital group in Germany went the other way, raising the default for its clinical coding team after a pilot showed fewer corrections at the higher tier. A US software company left engineers on the largest model and put everyone else in Efficient mode.

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Correct the myth that the biggest model is always safest. Larger models are better at hard problems, not at easy ones, and a department that lives on the largest model learns to skip the human check because the answers sound finished. The cheaper model that forces a reader to read is sometimes the safer configuration.

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Review the model mix on the same day you review the spend limits, and change one default at a time so that you can see what moved. The model is a tool choice, not a status symbol.

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No. 18 · Ch 94 / 100

The Analytics Dashboard

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The analytics dashboard in the Enterprise console is where the organisation finds out what it actually bought. Since 2 July 2026 it shows usage and cost by group and by user, filtered by the SCIM groups your identity provider already maintains, and beside the numbers it shows outputs: artifacts created, files edited, Skills invoked, connectors used. That last column is the one to watch. Messages per seat tells you people are typing; files edited and connectors used tell you work is leaving the chat window and landing in the systems where the organisation keeps its records.

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Three further pieces sit on the same console. An analytics chat lets an admin ask questions of the data in plain language instead of building a filter. Smart reports, in beta since 10 September 2026, summarise usage, cost and friction for a period, where friction means the sessions that stalled, hit an approval or ran out of limit. Exports go to CSV for the people who prefer a spreadsheet, and the Analytics API, in the next chapter, feeds the same data to a warehouse. For engineers the Claude Code Usage and Value tabs sit alongside, covered earlier in the book; the dashboard here is for everyone else. Dashboards in the cloud warehouses themselves were reported in beta in October 2026; treat that as planned until your console shows it.

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How we know what to read is a year of weekly reviews across clients, and the pattern is stable. First, active seats against assigned seats, by group, because a dormant seat is the most expensive line you have. Second, spend against limit, by group, read with the alerts. Third, outputs per active user, which separates the team that chats from the team that ships. Fourth, the top connectors and Skills, because they tell you what the organisation trusts. Fifth, the friction report, because a stalled session is a training need or a settings bug, and both are cheap to fix once named. Twenty minutes a week, same slot, same five numbers, written down.

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The examples differ by country more than by sector. A Dutch bank reads the dashboard at group level only, because its works-style consultation agreed that per-user figures stay with the line manager; a German engineering firm has the same rule written into a works council agreement under BetrVG section 87, and the console's group filter is what makes the agreement keepable. A Texas hospital group reads per user because its compliance team must be able to answer who used which connector in a HIPAA review. A UK university uses the analytics chat to answer senate questions about which faculties use what, and exports the answer with the question attached.

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The dashboard will not tell you whether the work was good. That is the next-but-one chapter. It will tell you whether the work happened, where, and at what cost, which is more than most software ever reports about itself.

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No. 18 · Ch 95 / 100

The Analytics API

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The console dashboard answers the questions Anthropic thought of. The Analytics API lets you answer your own. The Enterprise Analytics API, available since 13 February 2026, returns per-organisation, per-day usage, and the broader Analytics API that shipped with Cowork's general availability on 9 April 2026 adds the agentic sessions, with OpenTelemetry alongside for live monitoring. On 2 July 2026 Anthropic named the first integrations: Datadog Cloud Cost Management and CloudZero can read the feed directly, so a finance team that already watches cloud spend sees Claude as one more line beside compute and storage. The Compliance API, covered in the security part of this book, is a different door for a different purpose; the Analytics API carries counts and costs, not content.

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The shape of a good build is simple and worth drawing. A scheduled job calls the API once a day and lands the response, unchanged, in a raw table in your warehouse, whether that is BigQuery, Snowflake, Databricks or a Postgres instance under someone's desk. A second step joins it to the two tables you already own: the HR extract that says which cost centre and country each person belongs to, and the finance ledger that says what each cost centre is for. From that join you can build the three views the console cannot: cost per outcome for a use case (cost per closed ticket, per contract reviewed, per report), adoption against the rollout wave plan, and the trend of outputs per active user by cost centre over a year. Keep the raw table forever; it is the evidence.

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How we know this is the right order is the mistakes. A UK retailer built the dashboard first and the raw table never, and when the API added fields in spring 2026 its charts quietly broke. A Canadian bank joined usage to names before its privacy office had agreed the purpose, and had to rebuild on pseudonymous group keys. A Swedish public agency did it well: the API feed, the HR join on department only, and a one-page monthly note to the director general with the three views and a sentence on what changed. In Germany the same join is a works council matter under BetrVG section 87 the moment it can report on an individual, so the design decision of whether the key is a person or a group is a legal decision, not a technical one.

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The warehouse view also answers the question the board will ask in year two: is the per-seat part of the bill or the usage part growing, and which groups drive it? That is a two-line query once the data is yours and a procurement surprise if it is not.

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Own the data from the first month. Anthropic's console is a good window, but the warehouse is the building, and you are the one who has to live in it.

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No. 18 · Ch 96 / 100

Measuring Value Honestly

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Every vendor deck and most internal business cases carry the same number: hours saved per person per week, multiplied by seats, multiplied by a salary. It is nearly always wrong, and not from dishonesty. People are poor judges of their own speed, and a saved hour is rarely a recovered one. In July 2025 the research group METR published a randomised trial in which sixteen experienced open-source developers worked 246 real tasks on their own repositories with and without AI tools. Before starting they expected to be around 24 per cent faster with the tools; afterwards they believed they had been about 20 per cent faster; the stopwatch said they had been 19 per cent slower. The gap between perceived and measured is the whole lesson of honest measurement .

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Other studies point the other way: results depend on the task and the person. A 2023 controlled experiment by Peng and colleagues at GitHub had professional programmers write a small web server and found the group with Copilot finished around 56 per cent faster. Brynjolfsson, Li and Raymond, in a 2023 study of 5,179 customer-support agents at a software firm, measured around 14 per cent more issues resolved per hour on average, with the largest gains for the least experienced staff and almost none for the most experienced. Three serious studies, three different answers, one conclusion: report a range, and say what task it came from.

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The method that survives an audit has four parts. A baseline, measured before the rollout, for a small number of task-level units the team already counts: tickets closed, contracts reviewed, reports drafted, first-draft turnaround in hours. A holdout, which can be as simple as a wave that starts six weeks later, so the counterfactual is a real team rather than an assumption. A quality measure that is independent of speed: errors found at review, rework, customer complaints, or a monthly blind sample scored by someone who does not know which drafts used Claude. And a staff survey, because satisfaction and the fear of monitoring are outcomes too, and because the survey is where the perceived number lives, which you want to see beside the measured one rather than instead of it.

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Countries differ in what you may count. A German works council will often agree to task-level measures by team and refuse per-person speed data outright; a US call centre counts per person as a matter of course; a UK NHS trust we advised counted letters sent per clinic session and found a real gain in administrative time and none in clinical time, which was the honest answer. The analytics dashboard gives you activity and cost; the measures above give you value.

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Report a range, name the task, show the quality line beside the speed line, and let the number be smaller than the deck. A modest figure that survives a question is worth more than a large one that does not.

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No. 18 · Ch 97 / 100

When Something Goes Wrong

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Something will go wrong. A confidential document is pasted into a shared Project that the wrong group can see. A number in a board paper turns out to have been invented by the model. A scheduled task with approvals skipped keeps running against a connector all weekend and spends a month's budget. All are survivable if you decided in advance who looks, who stops it and who writes it up. Incident response for AI is ordinary incident response with three new places to look and two new switches to pull.

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Detection comes from the records you already keep. The audit log shows who shared what with whom and when a role or policy changed. The Compliance API, integrated with security tooling since 21 May 2026, surfaces chats, files and project activity to the same SIEM your security team already watches, and OpenTelemetry carries the agentic sessions. Spend alerts at 75 and 90 per cent are an incident detector in their own right: a group that goes from 40 to 90 per cent in a day has either found a brilliant use case or lost control of an agent. A connector can be set to Blocked for a role in a minute; a capability such as the unified experience or scheduled tasks can be switched off per role; a member can be suspended through SCIM without touching Claude at all; a Project's sharing can be reduced by its owner. Sandboxes hold only session-scoped tokens and connector calls run server-side, so…

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The review is the part most do badly, and the tradition to borrow is not from software. The United States aviation system has run a confidential, non-punitive safety reporting scheme through NASA since 1976, and it works because the person who reports a near miss is protected. John Allspaw's 2012 essay on blameless post-mortems at Etsy brought the same idea to engineering: ask what the system made easy, not who was careless. A Dutch insurer we worked with holds a 45-minute review within a week, with the person who pasted the document in the room and the question fixed on which setting would have made the mistake harder. The output is one changed setting, one changed line in the policy, or one training note, written in the change log.

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Regulators have their own clocks. Under the GDPR and the UK GDPR a personal-data breach must be reported to the supervisory authority within 72 hours of becoming aware of it where there is a risk to individuals; US state laws vary; the EU AI Act adds serious-incident reporting duties for high-risk systems. Decide in advance who makes that call, because the 72 hours start before you have finished arguing.

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A wrong answer that shipped is not a scandal; a wrong answer that shipped twice because nobody changed a setting is. Treat the first incident as the moment the system starts to learn.

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No. 18 · Ch 98 / 100

Reviewing the Settings

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Settings drift. Not because anyone changes them carelessly, but because the product changes under them. A default that was off in March is on by default in November; a beta your Owner enabled for one group is now generally available to everyone; a connector that needed approval now has a per-tool permission page nobody has opened. The settings review is the quarterly habit that catches the drift, and no dashboard will prompt it.

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The calendar of 2026 shows why. Memory for Team and Enterprise organisations switched to off by default on 25 August 2026, with sensitive-topic memory made opt-in. Design, Docs and Slides entered beta on Enterprise on 16 September 2026 with an Owner needing to enable them, and left beta in October. The unified Claude experience became generally available for Enterprise on 23 October 2026, off by default in existing organisations, and turns on by default on 16 November 2026 unless an Owner has chosen Keep disabled. Each of those is a line in Anthropic's release notes on support.claude.com. How we know a review is needed is simply the diff between the console as it is and the console as your change log says it should be.

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The review itself takes a morning if the list is fixed. Capabilities, including the unified experience, Efficient mode and scheduled tasks, by role. Connectors and their per-tool permissions, with the policy for each set to Blocked, Needs approval or allowed per role. Plugins and third-party Skills, with the beta malicious-content scanning from 6 August 2026 switched on. Network egress for sandboxes: off, package managers only, custom domains or all, and whether anyone widened it for a pilot and forgot. Retention, which has a 30-day minimum and should match what the DPO agreed. Roles and groups, read against the HR extract, with every custom role's admin permissions justified in one line. Spend limits and model defaults, as in the earlier chapters. Then the release notes for the quarter, read with a highlighter, and one line in the change log for every setting touched, with a name and…

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Traditions differ in who sits in the room. In the UK an ISO 27001-certified organisation will treat this as change management under the 2022 edition of Annex A and want the review minuted; a German firm invites the works council representative when a setting touches monitoring; a US public body may need the review in a form that survives a public-records request, which argues for plain language and no screenshots of personal data. A Dutch university does the review in the week before each semester, which is also when the SCIM groups change most.

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A setting is a decision you made once and the product keeps asking about. Answer it four times a year, in writing, and the answer stays yours.

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No. 18 · Ch 99 / 100

Standards for AI Management

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Two documents describe what a grown-up AI programme looks like. ISO/IEC 42001 , published in December 2023, is a management-system standard in the family of ISO 27001: it asks an organisation to set a policy, assign roles, assess risks and impacts, run controls, measure, audit internally and improve, and it can be certified by an accredited body. Anthropic itself was certified in January 2025, useful in a questionnaire, silent about your organisation. The NIST AI Risk Management Framework , version 1.0 from January 2023, is voluntary and uncertifiable, and organises the same ideas into four functions: Govern, Map, Measure and Manage, with a Generative AI Profile added in July 2024 that lists the risks peculiar to models like Claude.

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The useful move is to treat the two as a filing cabinet for the controls this book has already described. Under Govern sit the policy from chapter ninety-one, the roles and custom roles, the works council agreement, the AI literacy evidence under Article 4 of the EU AI Act, and the change log. Under Map sit the use-case inventory, the DPIAs, the data classification table and the connector catalogue. Under Measure sit the analytics, the quality sampling, the baselines and holdouts, and the incident record. Under Manage sit the switches: capabilities by role, connector policies, egress, retention, spend limits, model entitlements, and the quarterly review. Every control has a home and every clause has a control, which is what an auditor wants to see.

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How we know this mapping holds is that it has been audited. A UK financial-services firm we advised took its Claude Enterprise configuration through a Stage 1 and Stage 2 ISO 42001 audit in 2026 with the console exports, the change log and the policy as the evidence set, and the auditor's only finding was a missing internal audit schedule. A Singapore logistics company mapped the same controls to Singapore's Model AI Governance Framework, first published in 2019 and extended for generative AI in May 2024, because its customers there asked for that vocabulary rather than ISO's. A German automotive supplier used NIST's four functions as the structure of its works council agreement, which shortened the negotiation. Japan's AI Guidelines for Business of April 2024 cover the same ground for firms operating there.

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When to certify is a commercial question. Certify when a regulator, a tender or a large customer will ask for the certificate, which in financial services, health and public procurement is now often; align without certifying when nobody will, and spend the money on the internal audit instead. The EU AI Act's high-risk obligations, phased in from 2026 and 2027, will lean on harmonised standards still being drafted, and a programme already shaped like 42001 will find that transition short.

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Standards do not make a programme good. They make it legible, to an auditor, a council or a board, and legibility is what lets the programme survive the person who built it.

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No. 18 · Ch 100 / 100

The Unbothered Administrator

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Epictetus opened his handbook, the Enchiridion , with the line that some things are within our power and others are not. He was a freed slave in Rome around the year 100, teaching in Nicopolis, and his sentence is the best description of this job. The unbothered administrator is not a person who does not care. It is a person who has sorted the work into the part they control and the part they do not, and spends their attention on the first.

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What you control is a short list and this book has been it. You decide what you want before you switch anything on. You enable deliberately: SSO, SCIM, roles and groups, the capabilities page, connector policies, egress, retention, spend limits and model defaults, each a decision written down with a name and a date. You teach: a two-page policy, four tiers of literacy, a champion in every team of thirty, a review rule that keeps judgement with a person. You measure honestly: a baseline, a holdout, a quality line, a range rather than a number, and the dashboard read in the same twenty minutes every week. You review: the settings each quarter against the release notes, the incidents within a week without blame, the model mix and the limits on the same morning. Five verbs, drawn as a cycle, running as long as the organisation does.

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What you do not control is longer and louder. The roadmap: a default will move on 16 November 2026 and another will move next spring. The models: a new tier will arrive, an old one will be retired, and the right response is a blind comparison, not a memo. Regulation: the EU AI Act's phases, the ICO's next guidance, a state law in the US, a works council's reading of section 87, each of which arrives on its own schedule. Colleagues: some will use the tool brilliantly, some will refuse, and most will do what the person two desks away does. Marcus Aurelius, writing his private notes on campaign in the 170s, kept returning to the same practice: do the work in front of you, well, and let the rest be what it is.

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How we know the practice works is not a study; it is the organisations that have been running Claude for two years and are still calm. Their change logs are boring. Their incident reviews end with one changed line. Their business cases are smaller than the vendor's and have survived every question. Their works councils, their DPOs and their auditors are in the room early and bored by the end. A 4,000-person insurer, a city council, a university, a hospital group, a law firm: different countries, different rules, same five verbs.

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Keep the judgement with people, keep the settings in writing, keep the measures honest, and accept that the roadmap is not yours. The tool will keep changing. The practice does not have to.

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Chapter 100 illustration from Claude Enterprise

Claude Enterprise — Rolling out Claude across an organisation, safely and usefully

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