WEEKLY ACTIVE SEATS
298
IDLE LICENSE COST
$11,400
AI REWRITE RATE
38%
BUGS / KLOC
1.7
TIME TO FIRST ROI
28 min
VENDOR COUNT
5
WHAT YOU MEASURE
Three lenses. One data source.
Spend
Know exactly what every tool costs and where the waste is.
VENDOR SPEND
Cost by AI tool
Copilot · Cursor · Claude Code · ChatGPT · Gemini
Quality
Track AI-attributed regressions before they reach production.
BUG DENSITY
AI vs human attribution · 8 sprints
Utilization
Surface idle seats before the next renewal cycle.
SEAT ACTIVITY
Per-seat utilization · 7 days
License utilization heatmap by developer and week
0h
40h+ / wk
12 idle of 50 seats · $11,400/yr
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