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.

✦ / 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.

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

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.

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

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 FrameworkResearch 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.
