How to run AI governance at scale
Find answers to the AI governance questions your team faces. These guides give compliance officers, lawyers, GRC teams, and risk managers the steps to put each control in place.
Compare AI governance tools by control domain when you need software. Use the AI governance maturity model to assess your program.
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Get the free Excel tracker for all 136 governance controls. Score maturity, assign owners, and set deadlines, with EU AI Act, NIST and ISO 42001 coverage on a dashboard.
- 136 controls in Excel
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How do we detect and mitigate algorithmic bias?
Test AI used in hiring, lending, and customer decisions. Keep audit trails that support your response to discrimination claims.
How do we handle AI-generated content and hallucinations?
Assign responsibility for inaccurate AI outputs used in contracts, reports, or customer communications. Set controls to prevent harm.
How do we measure and mitigate algorithmic bias?
Choose metrics for testing discrimination against protected groups. Define what happens when testing finds bias.
What is our process for model drift monitoring?
Assign owners and review schedules for deployed models. Monitor performance degradation, changes in behavior, and emerging bias.
How do we govern AI agents that take autonomous actions?
Govern agents that browse websites, execute code, send messages, and use external services. Set controls for their autonomous actions.
What AI regulations apply to a US-based SaaS company?
Identify federal, state, and international AI requirements for a US SaaS business. Map obligations by use case and customer location.
How do we build an AI governance program from scratch?
Start an AI governance program with a system inventory. Follow the steps through to ongoing operations.
How do we govern AI models from preview release through retirement?
Govern models from preview evaluation through production approval and retirement. Define reassessment triggers throughout their working life.
How do we disclose AI governance maturity to investors and regulators?
Prepare evidence of governance maturity for investors, regulators, and boards. Decide what to disclose and how to support each claim.
How do we comply with China's AI regulations?
Review requirements for AI services accessible in China. Cover CAC regulation, security assessments, content labels, and differences from Western approaches.