AI Governance Framework - Executive Summary
For Leadership and Board Review
Framework Overview
This comprehensive AI Governance Framework provides the policies, standards, and operational guidance required to responsibly develop, deploy, and manage AI systems. The framework is aligned with global regulatory requirements and industry best practices.
Framework at a Glance
| Attribute | Details |
|---|---|
| Version | 2.0 (Enhanced) |
| Documents | 18 integrated artifacts |
| Compliance Coverage | NIST AI RMF 2.0, EU AI Act, ISO/IEC 42001 |
| Target Audiences | SMB and Enterprise organizations |
| Status | Production-ready |
Document Portfolio
Core Governance Documents (1-10)
| # | Document | Purpose | Primary Audience |
|---|---|---|---|
| 01 | Operating Model | Governance structure, bodies, lifecycle | Executives, Program Leads |
| 02 | Governance Charter | Authority, mandate, decision rights | Board, Legal |
| 03 | Risk Classification Matrix | 4-tier risk scoring system | Project Leads, Risk |
| 04 | Intake & Registration Form | AI system registration | Developers, Owners |
| 05 | Enterprise AI Policy | Rules, prohibitions, standards | All Employees |
| 06 | System Card Template | Technical documentation | Technical Leads |
| 07 | Algorithmic Impact Assessment | Deep risk assessment (FRIA) | Risk, Legal, Ethics |
| 08 | Implementation Plan | 30-60-90 day roadmap | Program Management |
| 09 | GenAI Governance Addendum | LLM and agentic AI controls | AI Engineers |
| 10 | Executive Summary | Leadership overview | Executives, Board |
Extended Compliance Documents (11-18)
| # | Document | Purpose | Primary Audience |
|---|---|---|---|
| 11 | Gap Analysis | Compliance verification | Compliance, Audit |
| 12 | Coditect Impact Analysis | Platform application | Strategy, Product |
| 13 | AI-BOM Template | AI Bill of Materials | Technical, Security |
| 14 | GPAI Compliance Framework | EU AI Act GPAI requirements | Compliance, Legal |
| 15 | Third-Party AI Risk Management | Vendor/supply chain | Procurement, Security |
| 16 | Continuous Monitoring Standard | Operational monitoring | Operations, SRE |
| 17 | SMB Quick-Start Guide | Simplified implementation | SMB Leaders |
| 18 | ISO/IEC 42001 Alignment Matrix | Certification mapping | Quality, Compliance |
Regulatory Compliance Summary
EU AI Act Timeline Readiness
| Deadline | Requirement | Framework Coverage | Status |
|---|---|---|---|
| Feb 2, 2025 | Prohibited AI practices | Policy §3.1 (all 8 practices) | ✓ Ready |
| Aug 2, 2025 | GPAI transparency obligations | GPAI Framework (Doc 14) | ✓ Ready |
| Aug 2, 2025 | AI literacy requirements | Implementation Plan §3.2 | ✓ Ready |
| Aug 2, 2026 | High-risk AI conformity | Full framework | ✓ Ready |
| Aug 2, 2027 | Legacy system compliance | Transition guidance | ✓ Ready |
Standards Alignment
| Standard | Coverage | Key Evidence |
|---|---|---|
| NIST AI RMF 2.0 | 98% | Full function mapping (GOVERN, MAP, MEASURE, MANAGE) |
| EU AI Act | 98% | All timeline requirements addressed |
| ISO/IEC 42001 | 95% | 36/38 Annex A controls mapped |
| OWASP LLM Top 10 | 95% | GenAI Addendum coverage |
| SPDX 3.0 AI Profile | 95% | AI-BOM template alignment |
Governance Structure
Four Governance Bodies
┌─────────────────────────────────────────────────────────────┐
│ AI EXECUTIVE BOARD (Quarterly) │
│ Strategic direction, policy approval, major decisions │
└─────────────────────────────────────────────────────────────┘
│
┌─────────────────────┼─────────────────────┐
▼ ▼ ▼
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ AI RISK │ │ DOMAIN │ │ AI ETHICS │
│ REVIEW BOARD │ │ STEWARD FORUM │ │ COMMITTEE │
│ (Weekly) │ │ (Bi-weekly) │ │ (Ad-hoc) │
│ │ │ │ │ │
│ Approvals, │ │ Standards, │ │ Ethical │
│ Escalations │ │ Best practice │ │ Reviews │
└───────────────┘ └───────────────┘ └───────────────┘
Decision Rights by Risk Tier
| Risk Tier | Approval Authority | Review Cycle |
|---|---|---|
| Low | Domain Steward | Annual |
| Medium | AI Risk Officer | Semi-annual |
| High | AI Risk Review Board | Quarterly |
| Critical | AI Executive Board | Quarterly |
Risk Classification Framework
Four-Tier System
| Tier | Label | Approval Path | Controls Required |
|---|---|---|---|
| Low | Register & Go | Domain Steward (1-3 days) | 4 minimum controls |
| Medium | Trust but Verify | AI Risk Officer (5-10 days) | 8 minimum controls |
| High | Gatekeeper Approval | Risk Review Board (10-15 days) | 15 minimum controls |
| Critical | Executive Mandate | Executive Board (15-20 days) | 20+ controls |
Classification Dimensions
- Data Sensitivity (1-4): Public → Restricted
- Autonomy Level (1-4): Advisory → Human-out-of-loop
- Impact Scope (1-4): Individual → Critical infrastructure
- Scale (1-4): <100 users → >10,000 users
Tier = Maximum score across all dimensions
AI Lifecycle Governance
Eight Lifecycle Phases
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ 1.INTAKE │──▶│ 2.CLASS- │──▶│ 3.RISK │──▶│ 4.BUILD/ │
│ │ │ IFY │ │ ASSESS │ │ PROCURE │
└──────────┘ └──────────┘ └──────────┘ └──────────┘
│
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ 8.DECOM- │◀──│ 7.MONITOR│◀──│ 6.RELEASE│◀──│ 5.PRE- │
│ MISSION │ │ │ │ │ │ PROD GATE│
└──────────┘ └──────────┘ └──────────┘ └──────────┘
Gate Requirements
| Gate | Required Artifacts | Approver |
|---|---|---|
| Pre-Production | System Card, Security Review, AIA (if High-Risk) | Per tier |
| Release | All pre-prod + Monitoring configured | AI Risk Officer |
| Decommission | Data retention plan, Archive documentation | System Owner |
Key Policy Highlights
Prohibited AI Uses (EU AI Act Article 5)
- ❌ Social scoring systems
- ❌ Subliminal manipulation
- ❌ Exploitation of vulnerable groups
- ❌ Real-time biometric identification in public spaces
- ❌ Emotion recognition in workplace/education
- ❌ Biometric categorization (inferring sensitive attributes)
- ❌ Untargeted facial recognition database scraping
- ❌ Predictive policing based solely on profiling
Enterprise "No Secrets" Rule
Never input into public AI tools:
- Personal Identifiable Information (PII)
- Intellectual property or trade secrets
- Credentials, API keys, passwords
- Confidential contracts or financial data
GenAI and Agentic AI Controls
Defense-in-Depth Architecture
┌─────────────────────────────────────────────────────────────┐
│ INPUT GUARDRAILS │
│ • PII scrubbing • Injection detection • Rate limiting │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ MODEL LAYER │
│ • System prompts • Temperature controls • Grounding (RAG) │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ OUTPUT GUARDRAILS │
│ • Toxicity filtering • PII redaction • Format validation │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ LOGGING & MONITORING │
│ • Full audit trail • Drift detection • Incident alerting │
└─────────────────────────────────────────────────────────────┘
Agentic AI Mandatory Controls
| Control | Requirement |
|---|---|
| Action Boundaries | Explicit whitelist of permitted actions |
| Tool Access | Approved tool inventory with parameter validation |
| Kill Switch | Tested shutdown capability |
| Rate Limiting | Token/action budgets |
| Multi-Agent | Orchestrator oversight, cascade prevention |
| Audit Trail | Complete action logging |
GPAI Compliance (EU AI Act)
Classification Thresholds
| Training Compute | Classification | Obligations |
|---|---|---|
| < 10²³ FLOPS | Not GPAI | Standard AI rules |
| ≥ 10²³ FLOPS | Standard GPAI | Transparency requirements |
| ≥ 10²⁵ FLOPS | Systemic Risk GPAI | Full safety framework |
Key GPAI Obligations (Effective Aug 2, 2025)
- Maintain technical documentation
- Provide downstream provider information
- Establish copyright compliance policy
- Publish training data summary
- (Systemic only) Safety and security framework
Implementation Roadmap
30-60-90 Day Plan
| Phase | Timeline | Key Deliverables |
|---|---|---|
| Foundation | Days 1-30 | Charter approval, Board formation, AI inventory |
| Pilot | Days 31-60 | 3 pilot use cases, Process testing, Basic tooling |
| Operationalize | Days 61-90 | Enforcement gates, Training rollout, First report |
Success Metrics
| Metric | Target | Timeline |
|---|---|---|
| AI inventory coverage | 100% | Day 30 |
| Ownership assignment | 100% | Day 60 |
| Ungated high-risk deployments | 0 | Day 90 |
| Employee awareness | >80% | Day 90 |
Investment Summary
Resource Requirements
| Category | Initial (90 days) | Ongoing (Annual) |
|---|---|---|
| Personnel | 1.0-2.0 FTE | 1.5-3.0 FTE |
| Tools & Platform | $50-100K | $30-75K |
| Training | $25-50K | $15-25K |
| External Support | $50-75K | $25-50K |
| Total | $125-225K | $200-350K |
ROI Drivers
| Benefit | Impact |
|---|---|
| EU AI Act compliance | Avoid fines up to 7% global revenue |
| Incident prevention | Reduce breach costs ($5M+ average) |
| Customer trust | Enable enterprise sales |
| Operational efficiency | Faster AI deployment (gated vs. ad-hoc) |
| Certification readiness | ISO 42001, SOC 2 + AI |
SMB vs. Enterprise Implementation
| Aspect | SMB Approach | Enterprise Approach |
|---|---|---|
| Governance | Single AI owner | Full board structure |
| Documentation | SMB Quick-Start + templates | Complete 18-document framework |
| Tools | Spreadsheets, free tools | GRC platform integration |
| Monitoring | Basic + manual review | Full observability stack |
| Certification | Self-assessment | ISO 42001 certification |
| Timeline | 30 days to basic compliance | 90 days to full program |
Key Contacts and Governance
| Role | Responsibilities |
|---|---|
| AI Risk Officer | Program ownership, escalations |
| Legal Counsel | Regulatory interpretation, contracts |
| CISO | Security reviews, incident response |
| Privacy Officer | Data protection, PIA reviews |
| Ethics Lead | Ethical reviews, bias assessment |
Appendix: Quick Reference
Document Access
All 18 framework documents are available in the governance repository:
- Core documents (01-10): Foundation policies and templates
- Extended documents (11-18): Specialized compliance and guidance
Regulatory Quick Links
| Regulation | Key Reference |
|---|---|
| EU AI Act | artificialintelligenceact.eu |
| NIST AI RMF | nist.gov/itl/ai-risk-management-framework |
| ISO 42001 | iso.org/standard/42001 |
Framework Update Cycle
- Quarterly: Regulatory monitoring, minor updates
- Annual: Full framework review, major updates
- Ad-hoc: Critical regulatory changes
Approved By:
| Role | Name | Date |
|---|---|---|
| CEO / Executive Sponsor | ||
| AI Risk Officer | ||
| Legal Counsel | ||
| CISO |
Document Version: 2.0
Effective Date: 2026-01-15
Next Review: 2027-01-15
CODITECT AI Risk Management Framework
Document ID: AI-RMF-10 | Version: 2.0.0 | Status: Active
AZ1.AI Inc. | CODITECT Platform
Framework Alignment: NIST AI RMF 2.0 | EU AI Act | ISO/IEC 42001
This document is part of the CODITECT AI Risk Management Framework. For questions or updates, contact the AI Governance Office.
Repository: coditect-ai-risk-management-framework Last Updated: 2026-01-15 Owner: AZ1.AI Inc. | Lead: Hal Casteel