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03.04 / AI & knowledge

AI reliability and governance

Define how confidential formulations and other information may be used with AI, how outputs are checked, who has access, which tools are appropriate and where expert review is required.

Service illustration: AI reliability and governance

✦ / What do you need to work on?

What do you need to work on?

12 selected practice areas. Original numbers guide you through the full catalogue.

What you will receive

An AI use policy and acceptance criteria for pilot projects.

What helps us assess your question

The process to improve, users, available data sources, access restrictions and criteria for a useful outcome.

Start with a general outline. Confidential materials are shared only after agreement.

02 / How the work progresses

How the work progresses

Stages are agreed after reviewing your question. Some research runs in parallel; each decision depends on the quality of the available data.

  1. Define the question

    The process to improve, users, available data sources, access restrictions and criteria for a useful outcome.

  2. Research and compare

    Define how confidential formulations and other information may be used with AI, how outputs are checked, who has access, which tools are appropriate and where expert review is required.

  3. Test the decision

    Test outputs against reference tasks, data provenance, access rights and human oversight needs. Technical implementation is scoped separately.

  4. Deliver and plan next steps

    An AI use policy and acceptance criteria for pilot projects.

Methods and public sources

Sources are chosen for the product, market and period. These are reference databases and methods; a link does not imply partnership or endorsement of a project.

NIST · AI Risk Management Framework

Research does not replace laboratory testing, safety assessment, legal advice or an authorised specialist’s decision. The contract defines the scope of review and each party’s responsibilities.

03 / Scope and working arrangements

Scope and working arrangements

Before paid work starts, we agree the input materials, deliverables, timing, fees and involvement of qualified specialists.