A single document that sets out how to govern AI systems and agents with evidence — from accountability and inventory to runtime guardrails and assurance. Use it to brief your governance forum, structure a programme plan, or benchmark the approach you already have.

What is inside

  1. The governance problem in five questions — what enterprises are asked about AI and why they struggle to answer with evidence.
  2. Operating model — roles, the governance forum, decision rights, escalation and resourcing (AO controls).
  3. The five pillars and the 64-control library — objectives, owner roles, priorities and evidence for each control, with indicative mappings to NIST AI RMF, ISO/IEC 42001 and the EU AI Act.
  4. The maturity model — five levels, eight weighted domains and the critical flags that override averages.
  5. Risk tiering and lifecycle gates — intake, triage, assessment modules, approvals, change triggers, exceptions and recertification.
  6. Runtime protection for LLM apps and agents — default-deny tool access, human approval for high-impact actions, redaction, limits, kill switch, and the Observe → Warn → Protect → Enforce → Contain rollout.
  7. Evidence and assurance — evidence labels, tamper-evident logging, control testing and evidence packs.
  8. A phased rollout plan — what to do in the first 30, 60 and 90 days, and how to sequence the following quarters.

VERITRAIL controls cited

Framework mappings are indicative VERITRAIL interpretations (Control Library v1.0.0); they are not legal advice and do not establish conformity or compliance.

What it is not

The blueprint is a governance design reference. It is not legal advice and it does not establish conformity or compliance with any standard or law. Framework mappings are indicative.

Prefer to start with your own data?

The maturity self-assessment takes about 8 minutes and tells you which parts of the blueprint to prioritize.

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Frequently asked questions

Who is the blueprint written for?
Executive sponsors, AI Governance Leads, CISOs, risk and compliance leaders and AI CoE heads who need to design or reset an AI governance programme and take it to a governance forum or board.
Why do you ask for a business email?
The blueprint is written for organizations, and we may follow up once to ask whether it was useful. We do not sell your data. See the privacy notice for what we collect and how long we keep it.

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