AI Council Toolkit
An open, implementation-grade playbook for building, running, and sustaining an internal AI Council. Practical templates, governance patterns, and operating models you can use today.
How It All Fits Together
Governance is a continuous loop. Every use case moves through the same six stages — and the cycle repeats as systems change. Select any stage to jump in.
- IntakeRegister the use case
- TriageRisk-tier and route
- ReviewImpact & assurance
- ApproveDecide with conditions
- MonitorWatch in production
- RefreshRe-tier & learn
- Refresh feeds back to Intake — governance is a loop.
Who Is This For?
| Your Role | Start Here |
|---|---|
| CIO / Executive sponsor starting from zero | Getting Started then Operating Models |
| Legal / Compliance needing policy language | Foundation Pack then Standards & Regulations |
| Product / Engineering submitting a use case | Intake & Triage |
| Security needing review controls | Review & Assurance |
| Council chair running a meeting | Meetings & Decisions then Templates |
| Program lead refreshing after 6 months | Operations |
Design Principles
Council-first
The human governance layer is the primary unit of design, not a byproduct of tooling.
Practical over theoretical
Every section ships artifacts you can use, not just principles to aspire to.
Tiered and federated
Low-risk cases move fast. Only hard cases reach the council. Specialists stay authoritative in their domains.
Living governance
Councils that only do approvals die. Councils that maintain learning loops stay valuable.
What's Inside
Getting Started
What an AI Council is, whether you need one, and your first 30 days
Operating Models
Centralized, federated, and hybrid governance structures
Foundation Pack
Charter, principles, roles, meetings, and decision rights
Intake & Triage
Registration, risk tiering, routing, and AI inventory
Review & Assurance
Impact assessments, model cards, security review, and red-teaming
Operations
Monitoring, incidents, policy refresh, training, and reporting
Templates
All governance artifacts in one place
Standards & Regulations
NIST AI RMF, ISO 42001, EU AI Act, and crosswalks
Real-World Patterns
How Microsoft, IBM, NSW, Yale, and others do it