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AI evaluation and delivery

Know what your AI system is ready to do.

Turn a promising demonstration into a system you can assess, operate and improve, with explicit success tests and clear responsibilities.

Who this is for: Businesses commissioning or developing AI software that needs a practical acceptance and operational plan.

Working system available

A working in-house system in this family is available to demonstrate. Its case study shows representative behaviour, safeguards and limitations, together with any measured result and the limits of the run that produced it. No client outcome is claimed.

You will recognise this if…

  • A demonstration works, but nobody has defined how to judge it on ordinary business tasks.
  • Failures, review effort and running costs are difficult to see.
  • Ownership and maintenance need to be established before launch.

What we deliver

  • Task-specific acceptance criteria and evaluation datasets
  • Model, retrieval and integration checks
  • Failure-mode and human-review analysis
  • Monitoring and running-cost visibility design
  • Operational documentation, handover and rollout plan

How we work on this

  1. 01

    Define good

    Agree tasks, expected results, consequential errors and review requirements.

  2. 02

    Test the system

    Check representative and difficult inputs against declared acceptance criteria.

  3. 03

    Inspect operation

    Review failures, retries, access, cost and who sees an issue.

  4. 04

    Prepare delivery

    Document the evidence, rollout decisions and ongoing responsibilities.

Evidence

Working in-house systems in this family, shown with representative behaviour, safeguards and limitations.

Questions

Can you evaluate a system we already have?
Yes. We start by agreeing the system boundary, access and tasks to assess, then scope the work around the evidence you need.
Is this a certification?
This is an engineering assessment against agreed criteria. It supplies test evidence and operational recommendations; it is not an independent certification.

Next step

Tell us what you want to achieve. We’ll explore the approach, the important constraints and a useful next step.

This service receives an individual project proposal. Explore our scoped entry offers.

Practical guides