A tailored course, built for your situation
Mastering OECD AI Principles for IC Practitioners in AI Governance
Build defensible, accurate, and polished AI governance outputs from the first draft
$199 one-time
24-hour access provisioning
30-day money-back guarantee
Hand-built implementation playbook
12 modules. 12 chapters per module. 144 chapters total.
12 modules, each with 12 chapters (144 chapters total), text-based, plus downloadable templates and a hand-built implementation playbook delivered alongside course access.
Who this is for
Senior individual contributor in AI governance or policy at a data and AI platform company, focused on producing high-quality, externally defensible frameworks aligned with international standards
Who this is not for
Managers looking for team-level playbooks, executives seeking board-level narratives, or practitioners outside AI governance roles
What you walk away with
- Produce OECD AI Principles-aligned governance documentation that is accurate and auditable from the first version
- Reduce rework cycles with structured validation checklists and template libraries
- Gain confidence in stakeholder reviews by citing framework-specific reasoning and precedents
- Ship policy artefacts that align across technical, legal, and compliance functions
- Build a personal library of reusable, polished outputs that compound across projects
The 12 modules (with all 144 chapters)
Module 1. Foundations of the OECD AI Principles
Understand the five pillars and their operational implications for governance design.
12 chapters in this module
- Purpose-driven AI
- Human oversight
- Fairness and non-discrimination
- Transparency and explainability
- Robustness and security
- Accountability mechanisms
- Global adoption patterns
- Mapping to internal policies
- Assessing organizational maturity
- Benchmarking against peers
- Key terminology deep dive
- Common misinterpretations to avoid
Module 2. Accuracy in AI Governance Outputs
Ensure technical and policy documentation reflects the full scope of the principles.
12 chapters in this module
- Defining accuracy in governance
- Avoiding overclaiming
- Precision in scope statements
- Citation standards
- Version control hygiene
- Stakeholder-specific tailoring
- Common accuracy traps
- Validation workflows
- Peer review templates
- Cross-functional sign-off
- Error tracking systems
- Accuracy scorecards
Module 3. Building Defensible Documentation
Structure narratives that withstand internal and external scrutiny.
12 chapters in this module
- Legal defensibility basics
- Sourcing reasoning
- Policy precedent library
- Traceability to controls
- Anticipating pushback
- Documenting decision rationale
- Regulator-facing language
- Third-party audit readiness
- Gap analysis frameworks
- Risk-tiered documentation
- Versioned justification
- Defensibility checklists
Module 4. Polish and Presentation Standards
Elevate readability and executive reception without sacrificing precision.
12 chapters in this module
- Executive summaries that land
- Visual hierarchy
- Consistent terminology
- Formatting standards
- Annotation best practices
- Styling governance docs
- Executive vs. technical versions
- Slide deck translation
- Stakeholder-specific summaries
- Appendix design
- Glossary integration
- Branding and versioning
Module 5. Template Library Implementation
Deploy ready-made structures for common governance artefacts.
12 chapters in this module
- SoA templates
- Control mapping tables
- Risk assessment matrices
- Policy statement builders
- Stakeholder comms drafts
- Audit preparation packs
- Internal training decks
- Onboarding guides
- Vendor review frameworks
- Incident response playbooks
- Model lifecycle checklists
- Change management logs
Module 6. Stakeholder Alignment Without Rework
Design for alignment from first draft to final sign-off.
12 chapters in this module
- Identifying decision owners
- Pre-review outreach
- Feedback loops
- Consensus mapping
- Objection anticipation
- Cross-functional phrasing
- Legal alignment
- Engineering buy-in
- Compliance coordination
- Escalation paths
- Sign-off workflow design
- Stakeholder logs
Module 7. Version Control and Change Tracking
Maintain integrity across updates and organizational shifts.
12 chapters in this module
- Change rationale logging
- Diff-ready formatting
- Approval trails
- Automated tracking
- Version naming
- Historical context
- Sunset policies
- Rollback procedures
- Audit trail design
- Stakeholder notifications
- Change summaries
- Version compendiums
Module 8. Cross-Functional Integration
Embed governance into engineering, legal, and product workflows.
12 chapters in this module
- Product lifecycle touchpoints
- Engineering handoff
- Legal review integration
- Risk committee updates
- Incident reporting links
- Compliance reporting
- Audit cycle sync
- Training integration
- Policy enforcement checks
- Feedback into design
- Metrics for adoption
- Cross-team KPIs
Module 9. External Review and Audit Readiness
Prepare documentation to pass third-party scrutiny.
12 chapters in this module
- Common auditor questions
- Evidence mapping
- Control-assertion alignment
- Gap documentation
- Response drafting
- Timeline alignment
- Third-party collaboration
- Question logs
- Follow-up response templates
- Audit prep meetings
- Post-audit updates
- Lessons learned
Module 10. Policy to Implementation Workflows
Bridge governance design with technical execution.
12 chapters in this module
- Implementation playbooks
- Owner assignment
- Technical control mapping
- Monitoring integration
- Logging requirements
- Automated enforcement
- Feedback into policy
- Deviation tracking
- Compliance dashboards
- Ownership transitions
- Support pathways
- Handover checklists
Module 11. Building a Personal Playbook
Curate reusable artefacts and personal templates.
12 chapters in this module
- Personal library structure
- Template curation
- Version management
- Knowledge indexing
- Search optimization
- Cross-project reuse
- Lessons documented
- Pattern recognition
- Efficiency gains
- Quality benchmarks
- Continuous improvement
- Playbook maintenance
Module 12. Maintaining Quality Over Time
Ensure long-term consistency and relevance of governance outputs.
12 chapters in this module
- Review cycle design
- Trigger-based updates
- Regulatory change tracking
- Internal feedback
- Benchmarking updates
- Stakeholder surveys
- Policy decay signals
- Refresh workflows
- Version sunset
- Legacy documentation
- Knowledge transfer
- Succession planning
How this maps to your situation
- Initial policy drafting
- Stakeholder review and alignment
- Audit and external review cycles
- Cross-functional implementation
Before vs. after
Before
Time spent on rework, inconsistent documentation, and stakeholder misalignment slows impact.
After
High-quality, accurate, and defensible governance outputs produced confidently from the first draft.
What's included with your purchase
- 12 modules with 12 chapters each (144 chapters)
- Downloadable templates and worked examples for every module
- Hand-built implementation playbook delivered alongside course access
- 30-day money-back guarantee
Delivery and format
- Course and learning environment access provisioned within 24 hours of purchase
- Hand-built implementation playbook delivered alongside course access
Format: Text-based modules and chapters in the Art of Service learning environment, plus downloadable templates and worked examples for every chapter, plus the hand-built implementation playbook delivered alongside course access.
Time investment: Approximately 3 hours per module, designed for completion over 4-6 weeks with on-demand access.
If nothing changes
Continuing with ad-hoc approaches risks repeated review cycles, weakened stakeholder trust, and missed opportunities to lead in AI governance innovation.
How this compares to the alternatives
Unlike generic AI governance surveys, this course delivers role-specific, framework-anchored, and output-focused training with reusable templates and a tailored implementation playbook, designed for IC practitioners who must deliver quality, not just compliance.
Frequently asked
Is this course focused on technical or policy teams?
It’s designed for individual contributors in governance roles who bridge technical, legal, and compliance functions.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Can I use the templates in my current projects?
Yes, every module includes ready-to-adapt templates and worked examples.
$199 one-time. Approximately 3 hours per module, designed for completion over 4-6 weeks with on-demand access..
Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.
30-day money-back guarantee·
144 chapters·
Hand-built playbook included·
Account access within 24 hours