Insights, leaderboard & anomalies
Usage intelligence across the org (90 people). β GPT β Codex β Agents
GPT (chat)
β404.22
Codex (coding)
β170.23
Agents / automation
β96.86
Anomalies flagged
8
β Anomalies β possible runaway loops / automations
Amelia Miller 155Γ median Β· Sales Β· amer
β58.63 this run β well above this person's peers. Worth a look: a loop or batch job?
Rachel Reed 153Γ median Β· Engineering Β· mobile
β58.04 this run β well above this person's peers. Worth a look: a loop or batch job?
Michael Ward 151Γ median Β· Engineering Β· infra
β57.07 this run β well above this person's peers. Worth a look: a loop or batch job?
Grace Foster 138Γ median Β· Engineering Β· infra
β52.08 this run β well above this person's peers. Worth a look: a loop or batch job?
Ava Coleman 131Γ 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 104Γ median Β· Product Β· growth
β39.53 this run β well above this person's peers. Worth a look: a loop or batch job?
Michael Griffin 103Γ median Β· Product Β· core
β39.11 this run β well above this person's peers. Worth a look: a loop or batch job?
Lily Wilson 95Γ median Β· Engineering Β· mobile
β35.94 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
β58.63
2. Rachel Reed Β· Engineering Β· mobile
β58.04
3. Michael Ward Β· Engineering Β· infra
β57.07
4. Grace Foster Β· Engineering Β· infra
β52.08
5. Ava Coleman Β· Data Science
β49.71
6. Harper Parker Β· Product Β· growth
β39.53
7. Michael Griffin Β· Product Β· core
β39.11
8. Lily Wilson Β· Engineering Β· mobile
β35.94
9. Zoe Cooper Β· Product Β· core
β35.82
10. Emily Foster Β· Engineering Β· mobile
β35.46
11. Tyler Ross Β· Data Science Β· ml
β33.71
12. Ava Brooks Β· Engineering Β· mobile
β30.55
Recommended actions
β
Give Amelia +30 & Rachel +15 β consistently heaviest.
β
Trim Nora & Chloe back to the pool.
β»
Reclaim Evelyn's idle seat β no spend this run.
β
Investigate Amelia β burning tokens fast.