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AITP · Module 2.5
M2.5

Measurement, Evaluation, and Value Realization

18 articles · Stages: Evaluate

Articles in this module

  1. 1
    The Measurement Imperative in AI Transformation
    APP · M2.5-Art01
  2. 2
    Designing the Measurement Framework
    APP · M2.5-Art02
  3. 3
    Maturity Progression Measurement
    APP · M2.5-Art03
  4. 4
    Business Value and ROI Quantification
    APP · M2.5-Art04
  5. 5
    People and Change Metrics
    APP · M2.5-Art05
  6. 6
    Technology and Process Performance Metrics
    APP · M2.5-Art06
  7. 7
    Governance and Risk Metrics
    APP · M2.5-Art07
  8. 8
    The Evaluate Stage in Practice
    APP · M2.5-Art08
  9. 9
    Value Realization Reporting and Communication
    APP · M2.5-Art09
  10. 10
    From Measurement to Decision — Data-Driven Transformation Management
    APP · M2.5-Art10
  11. 11
    Designing Measurement Frameworks for Agentic AI Systems
    APP · M2.5-Art11
  12. 12
    Audit Trails and Decision Provenance in Multi-Agent Systems
    APP · M2.5-Art12
  13. 13
    Agentic AI Cost Modeling: Token Economics, Compute Budgets, and ROI
    APP · M2.5-Art13
  14. 14
    Building the AI Business Case — Beyond Simple ROI
    APP · M2.5-Art14
  15. 14
    Measuring AI Sustainability: Energy, Carbon, and Cost per Inference
    APP · M2.5-Art14
  16. 15
    Governance as Velocity Enabler — The Evidence
    APP · M2.5-Art15
  17. 15
    Measuring AI Value: ROI, Outcome Attainment, and Productivity Uplift
    APP · M2.5-Art15
  18. 16
    Measuring AI Adoption: Active Use, Time-to-Value, and NPS
    APP · M2.5-Art16