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EVVO DIGITAL

Agents · 5 min read

What “production-grade” actually means for an AI agent.

Six things you should be able to point at, in writing, before you let an agent touch a system of record. We use this list ourselves.

The phrase “production-grade” is used so often that it has stopped meaning anything. Here is what we mean when we use it — six artefacts that should exist, in writing, before an agent goes live.

  1. 01

    A named business owner

    Someone in the business accepts accountability for the outcome and operating risk — not the vendor.

  2. 02

    Documented process & approvals

    The workflow, human approvals and exception paths are written down, reviewed and versioned.

  3. 03

    Approved data & access

    Sources, access rights, retention and permitted use are signed off before any model touches them.

  4. 04

    Defined & tested targets

    Accuracy, safety, reliability, latency and cost targets are specified and measured against evaluation sets.

  5. 05

    Least privilege by default

    Agent permissions, scopes and transaction limits follow least privilege — and are reviewed regularly.

  6. 06

    Operational controls

    Monitoring, logging, incident response, rollback and shutdown controls are in place before go-live.

  7. 07

    Financial baseline

    A baseline and benefits-measurement plan are agreed before launch — so success can be evidenced.

    Applied to every engagement — including our own.

If any of the seven cannot be produced on demand, the agent is not production-grade — it is a demo with a deployment date.

We apply the same seven gates to every engagement we take, and to every internal agent we run ourselves. That is the only credible posture for an AI-native company — and the only one your risk committee will accept.