πŸ”Ž Live demo of the real Allotment AI console β€” read-only, a sample company. Hover any β“˜ to learn a concept. Install your own free instance β†’
Lab console
AllOpenAIAnthropic (Claude)● real data
Org AdminAcme Corp (lab) Β· all users
β–¦Overviewβ—‰My WalletοΌ„Savings & ROIβ–€Seats & Licenses–Auto-sweep⇄Providers⚿Gateway Keys◍Credit Poolsβœ‰Requests‡Allocation Tree​Auto-allocation✦Insightsβš–Reconcile≣Audit logπŸ”‘Licenseβš™Settings
Read-only demo β€” the admin view of Acme Corp, a synthetic company. Nothing here is real and nothing you do is saved. Hover any β“˜ to learn a concept. In a real install everyone signs in with company SSO and sees only their own view. Install your free instance β†’
Insights, leaderboard & anomalies
Usage intelligence across the org (60 people). β–  GPT β–  Codex β–  Agents
GPT (chat)
β—ˆ174.17
Codex (coding)
β—ˆ72.12
Agents / automation
β—ˆ44.65
Anomalies flagged
8
⚠ Anomalies β€” possible runaway loops / automations
Rachel Reed 365Γ— median Β· Engineering Β· mobile
β—ˆ57.67 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Michael Ward 361Γ— median Β· Engineering Β· infra
β—ˆ57.07 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Michael Griffin 246Γ— median Β· Product Β· core
β—ˆ38.87 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Lily Wilson 227Γ— median Β· Engineering Β· mobile
β—ˆ35.91 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Tyler Ross 211Γ— median Β· Data Science Β· ml
β—ˆ33.35 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Emily Carter 188Γ— median Β· Sales
β—ˆ29.66 this run β€” well above this person's peers. Worth a look: a loop or batch job?
Maya Reed 174Γ— median Β· Engineering Β· platform Β· platform group
β—ˆ27.46 this run β€” well above this person's peers. Worth a look: a loop or batch job?
James Bennett 6Γ— median Β· Product Β· core
β—ˆ1.01 this run β€” well above this person's peers. Worth a look: a loop or batch job?
πŸ”
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. Rachel Reed Β· Engineering Β· mobile
β—ˆ57.67
2. Michael Ward Β· Engineering Β· infra
β—ˆ57.07
3. Michael Griffin Β· Product Β· core
β—ˆ38.87
4. Lily Wilson Β· Engineering Β· mobile
β—ˆ35.91
5. Tyler Ross Β· Data Science Β· ml
β—ˆ33.35
6. Emily Carter Β· Sales
β—ˆ29.66
7. Maya Reed Β· Engineering Β· platform Β· platform group
β—ˆ27.46
8. James Bennett Β· Product Β· core
β—ˆ1.01
9. Zoe Cooper Β· Product Β· core
β—ˆ0.8
10. Daniel Foster Β· Sales Β· emea
β—ˆ0.61
11. Lily Cooper Β· Data Science Β· analytics
β—ˆ0.55
12. Liam Hughes Β· Engineering Β· platform
β—ˆ0.52
Recommended actions
↑
Give Rachel +30 & Michael +15 β€” consistently heaviest.
↓
Trim Nora & Noah back to the pool.
β™»
Reclaim Zoe's idle seat β€” no spend this run.
⚠
Investigate Rachel β€” burning tokens fast.