AI Council Toolkit
AI Council Toolkit<br>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.<br>Get StartedBrowse the Toolkit
How It All Fits Together<br>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.<br>AI governance lifecycle: Intake, Triage, Review, Approve, Monitor, Refresh — a continuous loop where Refresh feeds back to Intake.AI Governance<br>Lifecycle
IntakeRegister the use caseTriageRisk-tier and routeReviewImpact & assuranceApproveDecide with conditionsMonitorWatch in productionRefreshRe-tier & learn<br>1IntakeRegister the use case<br>2TriageRisk-tier and route<br>3ReviewImpact & assurance<br>4ApproveDecide with conditions<br>5MonitorWatch in production<br>6RefreshRe-tier & learn<br>↺Refresh feeds back to Intake — governance is a loop.
Who Is This For?<br>Your RoleStart HereCIO / Executive sponsor starting from zeroGetting Started then Operating ModelsLegal / Compliance needing policy languageFoundation Pack then Standards & RegulationsProduct / Engineering submitting a use caseIntake & TriageSecurity needing review controlsReview & AssuranceCouncil chair running a meetingMeetings & Decisions then TemplatesProgram lead refreshing after 6 monthsOperations
Design Principles<br>Council-first<br>The human governance layer is the primary unit of design, not a byproduct of tooling.
Practical over theoretical<br>Every section ships artifacts you can use, not just principles to aspire to.
Tiered and federated<br>Low-risk cases move fast. Only hard cases reach the council. Specialists stay authoritative in their domains.
Living governance<br>Councils that only do approvals die. Councils that maintain learning loops stay valuable.
What's Inside<br>Getting Started<br>What an AI Council is, whether you need one, and your first 30 days<br>Operating Models<br>Centralized, federated, and hybrid governance structures<br>Foundation Pack<br>Charter, principles, roles, meetings, and decision rights<br>Intake & Triage<br>Registration, risk tiering, routing, and AI inventory<br>Review & Assurance<br>Impact assessments, model cards, security review, and red-teaming<br>Operations<br>Monitoring, incidents, policy refresh, training, and reporting<br>Templates<br>All governance artifacts in one place<br>Standards & Regulations<br>NIST AI RMF, ISO 42001, EU AI Act, and crosswalks<br>Real-World Patterns<br>How Microsoft, IBM, NSW, Yale, and others do it