AI Governance Resources

AI Governance & Compliance Guides and Resources

Practical guides on TRAIGA compliance, AI risk registers, governance policies, healthcare AI oversight, EU AI Act readiness, and building audit-ready AI governance programs. Written by AI governance practitioners, not consultants.

TRAIGA ComplianceAI Risk RegisterHealthcare AIEU AI ActAI Governance PoliciesNIST AI RMFAI Maturity
All Articles7AI Governance Fundamentals2Regulatory Guides2Healthcare AI1Templates & Tools2

Featured article

FeaturedAI Governance Fundamentals

What Is AI Governance? A Practical Guide for Organizations

AI governance is the set of policies, processes, and controls that organizations put in place to ensure their AI systems are used responsibly, transparently, and in compliance with applicable regulations. This guide explains what AI governance means in practice — and why it is now a legal requirement for many organizations.

AI governanceAI complianceresponsible AIAI risk management
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Author

TRAIGA Platform Team

AI Governance Specialists

Published

March 1, 2025

Reading time

12 min read

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All articles7

Regulatory Guides

TRAIGA Compliance Guide: Everything Texas Organizations Need to Know

The Texas Responsible AI Governance Act (TRAIGA) creates binding governance obligations for organizations that use AI in consequential decisions. This comprehensive guide covers who must comply, the six core requirements, the compliance checklist, enforcement timeline, and how to build an audit-ready program fast.

TRAIGATexas AI lawAI compliance
18 min read
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Templates & Tools

AI Risk Register Template: What to Include and How to Build One

An AI risk register is the foundation of any AI governance program. This guide explains what an AI risk register is, what fields it must contain to satisfy regulatory requirements, how to structure risk classifications, and how to keep the register current as your AI portfolio grows.

AI risk registerAI system inventoryAI governance template
10 min read
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Templates & Tools

AI Governance Policies Explained: The 5 Documents Every Organization Needs

A complete AI governance program requires five core policy documents: AI Use Policy, AI Risk Management Policy, AI Incident Response Policy, AI Data Governance Policy, and Vendor AI Policy. This guide explains what each policy must cover, why each is required under TRAIGA, and how to generate them without starting from scratch.

AI governance policyAI policy templateAI use policy
14 min read
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Healthcare AI

Hospital AI Oversight Requirements: What Healthcare Organizations Must Do Now

Clinical AI is proliferating faster than hospital governance programs can track. This guide covers what TRAIGA, CMS, The Joint Commission, and state health regulators require from hospitals using AI in clinical workflows — and how to build an AI oversight program that satisfies all of them simultaneously.

hospital AI governanceclinical AI oversighthealthcare AI compliance
16 min read
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Regulatory Guides

How to Prepare for the EU AI Act: A Practical Readiness Guide

The EU AI Act is the world's most comprehensive AI regulation. This guide explains the EU AI Act's risk-based classification system, which AI systems are high-risk, what documentation is required, the enforcement timeline, and how organizations already working on TRAIGA compliance can leverage their existing governance program to close the gap.

EU AI ActEU AI regulationAI compliance
20 min read
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AI Governance Fundamentals

AI Governance Maturity Model: Where Does Your Organization Stand?

Most organizations think their AI governance is better than it is. This guide introduces a practical AI governance maturity model — four stages from Developing to Advanced — explains what distinguishes each stage, and provides a self-assessment framework for identifying where your program has gaps.

AI governance maturityAI governance assessmentgovernance maturity score
11 min read
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