Insights, leaderboard & anomalies
Usage intelligence across the org (82 people). β GPT β Codex β Agents
GPT (chat)
β230.06
Codex (coding)
β98.11
Agents / automation
β52.21
Anomalies flagged
8
β Anomalies β possible runaway loops / automations
Amelia Miller 302Γ median Β· Sales Β· amer
β58.55 this run β well above this person's peers. Worth a look: a loop or batch job?
Grace Foster 268Γ median Β· Engineering Β· infra
β52.05 this run β well above this person's peers. Worth a look: a loop or batch job?
Ava Coleman 256Γ median Β· Data Science
β49.71 this run β well above this person's peers. Worth a look: a loop or batch job?
Harper Parker 204Γ median Β· Product Β· growth
β39.51 this run β well above this person's peers. Worth a look: a loop or batch job?
Emily Foster 183Γ median Β· Engineering Β· mobile
β35.46 this run β well above this person's peers. Worth a look: a loop or batch job?
Zoe Cooper 181Γ median Β· Product Β· core
β35.02 this run β well above this person's peers. Worth a look: a loop or batch job?
Ava Brooks 155Γ median Β· Engineering Β· mobile
β30.04 this run β well above this person's peers. Worth a look: a loop or batch job?
Grace Sullivan 140Γ median Β· Product Β· growth
β27.23 this run β well above this person's peers. Worth a look: a loop or batch job?
π
How it's detected: spend far above the team median plus off-hours / machine-rate patterns (Usage API, hourly). With a gateway connected, the same checks run in real time, per request.
Leaderboard β top usage credits used Β· split GPT / Codex / Agents
1. Amelia Miller Β· Sales Β· amer
β58.55
2. Grace Foster Β· Engineering Β· infra
β52.05
3. Ava Coleman Β· Data Science
β49.71
4. Harper Parker Β· Product Β· growth
β39.51
5. Emily Foster Β· Engineering Β· mobile
β35.46
6. Zoe Cooper Β· Product Β· core
β35.02
7. Ava Brooks Β· Engineering Β· mobile
β30.04
8. Grace Sullivan Β· Product Β· growth
β27.23
9. Noah Ward Β· Data Science Β· analytics
β24.09
10. Mason Johnson Β· Acme
β13.99
11. Emily Wilson Β· Data Science Β· analytics
β1.28
12. Henry Parker Β· Data Science Β· analytics
β0.73
Recommended actions
β
Give Amelia +30 & Grace +15 β consistently heaviest.
β
Trim Chloe & Noah back to the pool.
β»
Reclaim Evelyn's idle seat β no spend this run.
β
Investigate Amelia β burning tokens fast.