AI Program Management Framework
The step-by-step guide to running AI programs that are aligned, monitored, and compliant
Built for project managers and program leaders. A structured path from zero AI governance to a running program.
The AI Program Management Gap
Organizations are deploying AI at scale without the management infrastructure to run it safely
Without a Framework
AI Systems Operating Without Oversight
Organizations deploy AI tools that make decisions affecting customers, employees, and operations with no systematic monitoring or control framework.
Compliance Violations at Machine Speed
AI systems can violate GDPR, Colorado AI Act, or industry regulations thousands of times per day before anyone notices.
Invisible System Drift and Degradation
AI model performance silently degrades over time, making increasingly poor decisions while appearing to function normally.
No Accountability Trail
When AI systems make mistakes, organizations can't explain what happened, why it happened, or who was responsible.
With CSM6 Framework
Real-Time AI Governance
Monitor and control every AI system with automated oversight that operates at machine speed while maintaining human accountability.
Embedded Compliance Architecture
Prevent violations before they occur with regulatory constraints built into every system layer, not bolted on afterward.
Continuous Performance Monitoring
Detect drift and degradation before business impact with predictive analytics and statistical process control.
Complete Audit Trail
Every AI decision is documented, traceable, and explainable for regulatory audits with immutable logging and comprehensive records.
The Six Layers of AI Program Management
Everything you need to run AI programs safely and compliantly
Scope Alignment
Keeps AI aligned with human objectives
Strategic AI Governance
Ensures your AI investments directly support business objectives while protecting against regulatory and reputational risks.
System Mapping
Complete visibility of AI architecture
Enterprise AI Visibility
Provides comprehensive visibility into all AI systems, their interdependencies, and potential risk concentrations.
Signal Monitoring
Real-time behavior & drift detection
Real-Time Performance Intelligence
Provides executive dashboards with early warning indicators for AI performance degradation, drift, or anomalous behavior.
Structured Delivery
Standardized AI development process
Controlled AI Autonomy
Balances AI speed with necessary human oversight through automatic 'pause points' for high-impact decisions.
Strategic Learning
Organizational memory & improvement
Institutional Intelligence
Transforms project experiences into organizational knowledge that improves future AI initiatives and survives turnover.
Compliance Oversight
Regulatory mapping & audit readiness
Proactive Regulatory Risk Management
Provides comprehensive compliance monitoring across all regulations with early warning of potential violations.
Key Innovation: Distributed Compliance Architecture
Rather than treating compliance as a single layer, CSM6 embeds regulatory considerations throughout all six layers. This distributed approach recognizes that AI systems can violate requirements through any operational activity—ensuring comprehensive governance without sacrificing operational velocity.
Frequently Asked Questions
Common questions about the AI Program Management Framework
What This Framework Does Not Cover
CSM6 is focused on AI program management. Here is what falls outside its scope.
Building AI models
CSM6 governs AI systems after deployment. It does not teach you how to train, fine-tune, or build ML models.
Replacing legal counsel
The framework maps to regulations (EU AI Act, GDPR, Colorado AI Act) but is not legal advice. Always consult qualified counsel.
Automated remediation
CSM6 identifies gaps and provides checklists. HAIEC automates monitoring and evidence collection, but human judgment drives remediation.
Vendor-specific implementation
The framework is provider-agnostic. It works with OpenAI, Anthropic, AWS Bedrock, or any AI provider — but does not include vendor-specific setup guides.
Free Interactive Tools
Assess your current state before starting the framework.