Scorecards
Measure AI adoption, not just AI spending. Five health dimensions give engineering leads a clear picture of how their teams use AI.
AI Adoption
Knowledge Sharing
Context Coverage
Governance Health
Key capabilities
AI Adoption score
Percentage of team members actively using governed AI tools. Track adoption over time, identify holdouts, and measure onboarding effectiveness.
Knowledge Sharing score
How much context flows between team members through the registry and substrate. Higher scores mean less duplicated work.
Context Coverage score
Percentage of team knowledge indexed in the substrate. Identifies gaps where institutional knowledge exists only in individual sessions.
Governance Health score
Policy compliance, audit completeness, and cost efficiency rolled into one metric. Red flags surface before they become incidents.