AI Agent Governance Policy Template

📋 What It Is

An 8-tab enterprise governance workbook that transforms Chapter 3's governance architecture — autonomy tiers, guardrails, human oversight models, agent identity management, kill-switch protocols, and compliance alignment — into a structured policy framework your organization can adopt, customize, and enforce.

This isn't a theoretical governance white paper. It's an operational instrument with 16 live formulas, 38 dropdown validators, and 32 pre-production gate requirements that form the "constitution" for how AI agents are built, deployed, and managed inside your enterprise.

Includes an Industry × Regulation Applicability Matrix, a 15-activity RACI matrix mapping 10 governance roles, a 28-action Human Oversight Matrix defining HITL vs. HOTL vs. autonomous per tier, a 20-requirement Compliance Traceability Matrix mapping 6 standards, and a Governance Summary dashboard with formula-driven counts.

👥 Who It's For

• Chief AI Officers and CTOs establishing enterprise AI governance — need a structured template to present to the board as evidence of governance maturity
• AI Ethics Leads defining agent boundaries — need autonomy tier definitions and the 28-action oversight matrix
• Compliance officers preparing for audits — need the Compliance Traceability Matrix mapping EU AI Act, NIST, ISO 42001, GDPR, SOC 2, and HIPAA
• Security and IAM teams implementing agent identity — need the 9-policy IAM framework with enterprise-grade dropdown options
• Engineering leads building agents that must pass pre-production gates — need the 32-requirement checklist
• GRC teams integrating AI agent controls with existing enterprise risk frameworks

⏱ When to Use It

• Standing up an AI governance program — this template IS your founding document
• Preparing for a regulatory audit — the Governance Summary tab is your evidence
• Deploying your first production agent — use the 32-requirement Pre-Production Gate as go/no-go
• Classifying a new agent's autonomy level — use the 5-Tier Autonomy Model
• Defining human oversight requirements — the 28-action Oversight Matrix provides the answer per tier
• Annual governance review — 8 recurring reviews defined with frequency and ownership
• Board or risk committee reporting — Governance Summary dashboard provides the metrics leadership needs

📦 What It Produces

• Enterprise AI Agent Governance Policy — comprehensive, enforceable policy covering roles, autonomy tiers, oversight models, access controls, logging, and compliance
• Agent Registry — centralized inventory of all agents with tier classification, ownership, and review schedule
• Pre-Production Gate Checklist — 32 requirements across 6 governance domains with tier-specific applicability
• Human Oversight Policy — 28-action decision matrix defining HITL/HOTL/Autonomous per tier
• IAM & Audit Policy — 9 identity policies, 9 logging policies, 6 kill-switch procedures with enterprise-grade dropdowns
• Compliance Traceability Matrix — 20 requirements from 6 standards mapped to specific controls
• Governance Dashboard — auto-generated summary with formula-driven counts and interpretation guides

🚀 How to Use It — Quickstart

• Step 1. Open Organization Profile. Select your industry, regulatory exposure, risk tolerance, and operating model. Check applicable regulations from the 12-regulation checklist.
• Step 2. Complete Roles & Decision Rights. Name individuals for 10 governance roles. Map the 15-activity RACI matrix.
• Step 3. Define Autonomy Tiers. Customize the 5-Tier model. Register existing agents with tier classification.
• Step 4. Walk through the Pre-Production Gate. Complete 32 requirements across 6 domains. Mark status (✓/⚠/✗) with evidence.
• Step 5. Configure Identity, Access & Audit. Select from enterprise-grade dropdowns for 24 policies. Define kill-switch procedures.
• Step 6. Complete Compliance & Standards. Map 20 regulatory requirements to your governance controls.
• Step 7. Review Governance Summary. All metrics auto-populate. Present to leadership as your governance program evidence.

👁 Preview — What's Inside

8 Tabs, 16 Live Formulas, 38 Dropdown Validators

📝 Version History