Team Governance

Compare AI adoption intensity and qualitative governance signals across practices. Data is synthetic for stakeholder validation.

Team benchmarking
Plain-language signals for leadership review — no composite governance index.
High AI usageStrong / improvingMedium / flatWeak / declining
Team governance heatmap by practice and qualitative signal
Team
AI usage
Model efficiency
Consistency
TrendAction
Product DeliveryHighWeakMediumDeclining
Cloud EngineeringMediumStrongStrongImproving
Data ServicesMediumMediumMediumFlat
Platform TeamLowStrongStrongFlat

Warmer cells highlight friction. Blue intensity reflects reported AI usage band.

Product Delivery team shows high AI usage but weak model efficiency — they may be defaulting to high-cost models for routine tasks. Cloud Engineering shows the opposite pattern and posts the highest margin.

AI usage intensity (by team)

Relative bands for leadership comparison — qualitative, not a normalized index.

Reported intensity

Horizontal bars compare teams on self-reported AI adoption intensity for the period.