Tracked AI spend
$51.3k+8.4%Across model APIs and licensed assistants
Overview
Where AI usage is turning into measurable work.
Synthetic demo data
Verified outcome events
5,424+12.1%Linked through delivery and CRM systems
+0.09Role-normalized output per 1M tokens
Attribution coverage
68%+6 ptsAI activity connected to a workflow outcome
USAGE / OUTCOME
Tokens and verified outcomes
Tokens Outcomes
HOW TO READ IT
Outcome efficiency
A role-normalized index comparing verified output with token usage. It is a workflow diagnostic, not an employee performance score.
verified outcome units / 1M tokensrole & workflow baseline= efficiency index
Shown only when attribution coverage and cohort privacy floors are met.
TEAM VIEW
View all Where the signal is moving
| Team | Active | Tokens | Outcome | Efficiency |
|---|---|---|---|---|
| Engineering42 members | 36 | 48.2M | 328Merged work items | 1.32×+0.14 |
| Customer ops31 members | 27 | 22.6M | 4,910Resolved cases | 1.18×+0.08 |
| GTM28 members | 18 | 19.4M | 186Qualified opportunities | 0.91×-0.04 |
NEXT BEST ACTION
Queue Automation candidates
01
Support response draftingCustomer operations · High confidence
8502
Internal policy Q&APeople & operations · High confidence
7503
PR review preparationProduct & engineering · Medium confidence
73Score blends repeatability, volume, proven lift, data readiness, and risk.