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How we use AI: our approval model

This page describes how we work when AI agents do part of the job, for us and for clients.

This page describes how we work when AI agents do part of the job, for us and for clients. An agent is software that can read, decide and act through your tools. That is useful and it is a risk, so we treat every agent the way we would treat a new employee with a narrow job: a named supervisor, limited access, and a record of everything it does.

These are our working principles, not a guarantee of any outcome, and they are applied to each engagement during scoping. We publish them so you can hold us to them, and so you have something to compare with any provider that offers you automation.

What an agent may do on its own

Every task is placed in one of three levels before an agent touches it. The level decides who has to say yes.

  • Level 1

    Runs on its own

    Reading and sorting: classifying incoming documents, drafting a reply for review, summarizing a ticket queue, preparing a report from data the agent can only read.

    Green: no approval needed

  • Level 2

    Needs approval

    Anything with an effect: changing a security setting, deleting data, sending an external message on your behalf, disabling an account, or filing an entry in a financial system. A person reviews and approves each one.

    Amber: a person approves

  • Level 3

    Never automated

    Approving payments or moving funds, handling credentials or recovery codes, resetting a password on the strength of a voice or email request alone, and signing contracts.

    Red: never automated

Eight rules we hold ourselves to

  1. Every agent has a named owner

    A person at Clayton, and one on your side, answers for what the agent does.

  2. Least privilege per agent

    Each agent gets its own identity with only the access its task needs, never a shared or administrator login.

  3. Read-only by default

    An agent starts by reading and drafting; write access is added one permission at a time.

  4. Changes need human approval

    Anything that alters a system, sends a message outside the company or moves money waits for a person to approve it.

  5. Every action is logged and reviewable

    What the agent saw, decided and did is recorded in a form a person can read.

  6. The client can see the log

    You get access to the record of what agents did in your environment.

  7. A kill switch for every agent

    A named person can stop an agent immediately and revoke its access.

  8. Regular review

    We check each agent's access, results and logs on a schedule and remove what it no longer needs.

Three approval tiers for AI agents

Every action an agent can take falls into one of three tiers: it runs on its own, a named person approves it first, or a human always does it. The examples are illustrative; each firm draws its own lines during scoping.

Three approval tiers for AI agentsThree side-by-side cards. Runs on its own: reading, drafting, searching approved sources, writing its own log. Needs approval: external email, changing records, widening access, running scripts. Never automated: moving money, changing bank details, switching off logging, deleting backups, signing contracts.What an agent may do, by approval tierRuns on its ownLow impact, easy to undoRead and summarise filesDraft text for reviewSearch approved sourcesWrite its own activity logNeeds approvalA named person says yesSend email outside the firmChange a customer recordGrant or widen accessRun a script on a serverNever automatedA human does it, every timeMove moneyChange bank detailsSwitch off logging or alertsDelete backupsSign a contractImpact and difficulty of undoing rise from left to rightExample tiers only. The lines between them are set per firm, per workflow.

What you can and cannot see about AI agents

Each log or tool shows part of the picture. Some questions, such as the prompt text or the model version behind a copilot, are not answered by any of the four. Coverage differs by product and configuration, so it is verified per tenant. Qualitative view.

What you can and cannot see about AI agentsMatrix of six questions against four sources: audit log, sign-in log, agent platform and gateway. Each cell reads Seen, Partly or Not seen. The agent's actions are best seen in the audit log, sign-ins in the sign-in log, and existence in the agent platform. Prompt text is only partly visible, and the model version of a copilot and local MCP servers are not seen by any of the four.Which source can answer which questionAudit logSign-in logAgent platformGatewayThat the agent existsPartlyNot seenSeenPartlyWhich identity it signed in asPartlySeenPartlyNot seenActions it took on dataSeenNot seenPartlyPartlyPrompt textNot seenNot seenPartlyPartlyModel version (M365 Copilot)Not seenNot seenNot seenNot seenLocal MCP servers on a laptopNot seenNot seenNot seenNot seenGateway: only traffic routed through it. Platform: only agents registered in it.Qualitative. Real coverage depends on product, setting and what is switched on.

Frequently asked questions

Direct answers to the questions we hear most. Something else on your mind?

Send us a message
What can an AI agent do on its own at Clayton Cybernetics?

Agents run on their own only for reading and sorting work. Examples are classifying incoming documents, drafting a reply for a person to review, summarizing a ticket queue and preparing a report from data the agent can only read. Anything with an effect on a system moves to the approval tier.

What needs a person's approval?

Anything with an effect. That includes changing a security setting, deleting data, sending an external message on your behalf, disabling an account and filing an entry in a financial system. A person reviews and approves each one before the agent acts. Agents start read-only, and write access is added one permission at a time.

What is never automated?

We never automate approving payments or moving funds, handling credentials or recovery codes, resetting a password on the strength of a voice or email request alone, or signing contracts. Those actions stay with named people, whatever the agent recommends.

Who is responsible for each agent?

Every agent has a named owner: a person at Clayton Cybernetics and a person on your side. Each agent also has its own identity with only the access its task needs, never a shared or administrator login. The owners answer for what the agent does.

Can we see the log of what an agent did?

Yes. Every action is logged in a form a person can read: what the agent saw, what it decided and what it did. You get access to the record of what agents did in your environment, so you can check the work yourself.

How do you stop an agent that misbehaves?

Every agent has a kill switch. A named person can stop it immediately and revoke its access. Because each agent has its own identity, stopping one does not disable the others or any person's account.

How often are agents reviewed?

We check each agent's access, results and logs on a schedule and remove any access it no longer needs. The review cadence is set for each engagement during scoping, and the principles on this page are applied to each engagement there.

Is this a guarantee of how agents will behave?

No. These are our working principles, not a guarantee of any outcome. We publish them so you can hold us to them and compare them with any provider that offers you automation. How they apply to your environment is settled during scoping.

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