- Every plan, every tool, one number
- Claude Pro and Max, Cursor, Codex, Copilot, Gemini, Kimi. Subscription plans and local terminal sessions included, the ones no admin dashboard can see.
- Cost per merged PR
- Spend matched to what shipped, computed on the developer's laptop, pushed as a ratio. Every number will say how sure it is.
- Where the budget leaks
- Sessions that shipped nothing, retries of the same task, tools and MCP servers that show up in failed sessions. Shown to the developer first, privately; the team sees totals and trend.
- What worked, and whether it spread
- Which models, tools and skills the successful sessions used, and the share of the team using them month over month. No names.
- Coaching without a leaderboard
- Each developer sees their own numbers against the team's anonymous spread. The lead sees how many people are in each band, never who.