Which AI governance policies does an organization actually need?

At minimum: an acceptable-use policy, a risk-management/assessment process, incident response for AI failures, vendor/third-party management, and staff training. Higher-risk or regulated organizations add bias/fairness testing, model documentation, human-oversight, and data-governance policies.

How does this map to standards like ISO 42001 or the EU AI Act?

The structure mirrors common requirements across ISO/IEC 42001 (AI management systems), the NIST AI Risk Management Framework, and EU AI Act obligations — risk management, documentation, human oversight, monitoring, and incident handling. It is a starting scaffold, not a certified compliance package.

Are these finished policies I can adopt as-is?

No. The tool generates structured outlines — the sections each policy should contain. You must fill in your organization's specifics and have them reviewed by legal/compliance before adopting. They save drafting time, not legal review.

Does the repository update with regulation?

It reflects common practice at the time of use. Treat AI governance as living — review policies at least annually and after major regulatory changes, model changes, or incidents.

AI Governance Policy Repository Builder

AI governance policy repository builder

A scattered set of ad-hoc AI rules is not governance. This builder generates a structured policy repository — the folder layout plus a section-by-section outline for each policy your organization needs — scoped to your size, industry, and regulatory exposure, so you start from a coherent scaffold instead of a blank page.

How it works

Tell the tool your organization size, industry, and regulatory scope. It selects the policy set proportionate to your risk: a small low-risk org gets the core five (acceptable use, risk management, incident response, vendor management, training); regulated or high-risk organizations also get bias/fairness testing, model documentation, human-oversight, and data-governance policies. Each policy comes with an outline of the sections it should contain. You can copy a single outline or download the entire repository as a Markdown file.

Notes and tips

The output is a scaffold, not finished policy — fill in your specifics and route everything through legal/compliance before adoption.
The structure aligns with common requirements across ISO/IEC 42001, the NIST AI RMF, and the EU AI Act, but using it does not by itself confer certification.
Treat governance as living: assign an owner per policy and review at least annually and after major model, vendor, or regulatory changes.