Cross-Cutting Lens
Maturity Assessment & Diagnostics
Assesses maturity *of* any domain (capability assessment, gap analysis, scoring rubric).
96 articles carry this lens across 2 canonical domains.
Articles by domain
Process Pillar
ML Operations and Deployment
Governance Pillar
AI Governance Structure
- CIntroduction to the 20-Domain Maturity ModelM1.3 · Foundation
- CWhat an AI Experiment IsM1.3 · Applied
- CThe AI Value ChainM1.3 · Advanced
- CScope, Definitions, and the Actor ModelM1.3 · Foundation
- CPeople Pillar Domains: Leadership and TalentM1.3 · Foundation
- CHypothesis Formulation and Metric DesignM1.3 · Applied
- CShipped Value vs Realized ValueM1.3 · Advanced
- CProhibited AI Practices Under Article 5M1.3 · Foundation
- CPeople Pillar Domains: Literacy and ChangeM1.3 · Foundation
- COffline EvaluationM1.3 · Applied
- CCounterfactual Thinking for AIM1.3 · Advanced
- CThe Article 6 Classification DecisionM1.3 · Foundation
- CProcess Pillar Domains: Use Cases and DataM1.3 · Foundation
- COnline EvaluationM1.3 · Applied
- CThe Measurement Plan ArtifactM1.3 · Advanced
- CObligations on High-Risk AI SystemsM1.3 · Foundation
- CProcess Pillar Domains: MLOps, Delivery, and ImprovementM1.3 · Foundation
- CHyperparameter Search and Model SelectionM1.3 · Applied
- CLeading and Lagging IndicatorsM1.3 · Advanced
- CGPAI and Transparency Duties (Articles 50–56)M1.3 · Foundation
- CTechnology Pillar Domains: Data and PlatformsM1.3 · Foundation
- CExperiment Tracking, Reproducibility, and ReplicabilityM1.3 · Applied
- CStructuring the AI Business CaseM1.3 · Advanced
- CEnforcement, Penalties, and the Obligation-to-Control CrosswalkM1.3 · Foundation
- CTechnology Pillar Domains: Integration and SecurityM1.3 · Foundation
- CPipelines and OrchestrationM1.3 · Applied
- CRisk-Adjusted NPV for AI FeaturesM1.3 · Advanced
- CGovernance Pillar Domains: Strategy, Ethics, and ComplianceM1.3 · Foundation
- CContinuous Integration for MLM1.3 · Applied
- CTotal Cost of Ownership for AIM1.3 · Advanced
- CGovernance Pillar Domains: Risk and StructureM1.3 · Foundation
- CContinuous Delivery and Governed PromotionM1.3 · Applied
- CUnit Economics of an AI FeatureM1.3 · Advanced
- CCross-Domain Dynamics and Maturity ProfilesM1.3 · Foundation
- CEvaluating LLMsM1.3 · Applied
- CToken Economics of Generative SystemsM1.3 · Advanced
- CAI Supply Chain Governance: The Missing DomainM1.3 · Foundation
- CRed-Team Experimentation for SafetyM1.3 · Applied
- CSensitivity Analysis and Scenario PlanningM1.3 · Advanced
- CExperiment Cost and Compute BudgetM1.3 · Applied
- CBuilding a KPI Tree for an AI ProgramM1.3 · Advanced
- CRegulatory Documentation for ExperimentsM1.3 · Applied
- CApplying the Balanced Scorecard to AIM1.3 · Advanced
- CExperiment Brief and Experiment ReportM1.3 · Applied
- COKRs and AI Delivery CadenceM1.3 · Advanced
- CControl Performance Reports for AI ProgramsM1.3 · Advanced
- CThe Value Realization ReportM1.3 · Advanced
- CDashboard Design for AI ValueM1.3 · Advanced
- CChoosing Between Experimental and Observational DesignsM1.3 · Advanced
- CA/B Testing for AI FeaturesM1.3 · Advanced
- CDifference-in-Differences in AI RolloutsM1.3 · Advanced
- CRegression Discontinuity for Threshold-Based AI DecisionsM1.3 · Advanced
- CSynthetic Control for Unique DeploymentsM1.3 · Advanced
- CPropensity-Score Matching for Observational AI StudiesM1.3 · Advanced
- CDesigning an Evaluation Harness for ValueM1.3 · Advanced
- CDrift Detection and Value ErosionM1.3 · Advanced
- CAttribution Modeling for AI OutcomesM1.3 · Advanced
- CFinOps for AIM1.3 · Advanced
- CObservability Platform Selection for AI ValueM1.3 · Advanced
- CCompute Budgets and Token-Aware GovernanceM1.3 · Advanced
- CBuilding a Portfolio ScorecardM1.3 · Advanced
- CStage-Gate Value Reviews in COMPELM1.3 · Advanced
- CThe Sunset and Decommission CaseM1.3 · Advanced
- CExternality Accounting: Carbon, Water, and SocialM1.3 · Advanced
- CSustainability-Adjusted ValueM1.3 · Advanced
- CBoard-Grade AI Value ReportingM1.3 · Advanced
- CLab 01: Design and Execute an Offline Evaluation HarnessM1.3 · Applied
- CLab 1: Write a Measurement Plan for an AI FeatureM1.3 · Advanced
- CLab — Portfolio Classification ExerciseM1.3 · Foundation
- CLab 02: Design an Online A/B Test with Sample-Size Calculation and Rollback CriteriaM1.3 · Applied
- CLab 2: Build an rNPV Model with Monte Carlo SensitivityM1.3 · Advanced
- CLab 3: Decompose Token Economics and Redesign for 40% Cost ReductionM1.3 · Advanced
- CLab 4: Design a Difference-in-Differences Rollout for an Enterprise CopilotM1.3 · Advanced
- CLab 5: Build a Portfolio Scorecard for a Ten-Feature ProgramM1.3 · Advanced
- CCase Study: Zillow Offers and the Missing Shadow EvaluationM1.3 · Applied
- CCase Study 1: Zillow Offers — Shipped But Not RealizedM1.3 · Advanced
- CCase Study — Italian Garante ChatGPT Enforcement (€15M, December 2024)M1.3 · Foundation
- CCase Study 2: Enterprise Copilot Rollout — A DiD Design in PracticeM1.3 · Advanced
- CCase Study 3: Dutch Toeslagenaffaire — Counterfactual Failure and Externality AccountingM1.3 · Advanced
- CArtifact Template: Experiment BriefM1.3 · Applied
- CTemplate 1: Measurement Plan (11 Sections)M1.3 · Advanced
- CTemplate 2: AI Business Case with Risk-Adjusted NPVM1.3 · Advanced
- CTemplate 3: KPI Tree BuilderM1.3 · Advanced
- CTemplate 4: Value Realization Report (VRR)M1.3 · Advanced
- CTemplate 5: Portfolio ScorecardM1.3 · Advanced
- CBeyond the Baseline — Advanced Assessment PhilosophyM2.2 · Applied
- CMulti-Rater Assessment MethodologyM2.2 · Applied
- CDeep-Dive Domain Assessment TechniquesM2.2 · Applied
- CCross-Domain Diagnostic PatternsM2.2 · Applied
- COrganizational Culture Assessment for AI ReadinessM2.2 · Applied
- CData Quality and Technology Assessment Deep DiveM2.2 · Applied
- CStakeholder and Political Landscape AssessmentM2.2 · Applied
- CAssessment Data Analysis and Insight GenerationM2.2 · Applied
- CThe Assessment Report — Communicating Findings with ImpactM2.2 · Applied
- CAssessment as a Continuous PracticeM2.2 · Applied