Your team's AI usage, on one screen

Claude Code usage, efficiency, and team standing โ€” install once, it accumulates automatically.

Usage & efficiency at a glance

Tokens, cost, cache hits, one-shot rate on a single page. See exactly where to optimize.

Your team's global standing

Compare efficiency and token cost against other teams. Anonymized rankings for objective benchmarking.

Who's most productive โ€” and efficient

See which teammates use cache well and have high one-shot rates. For self-coaching, not evaluation.

๐Ÿ”’ No personal data, no external calls, transparent formulas. We collect only metadata โ€” never your code, prompts, or AI responses.

Get started

30 seconds with GitHub or Google

Looking to roll this out for a team? ai.z21labs.world โ†’