Where AI spend actually starts
AI adoption usually starts with scattered provider keys, direct SDK calls, and inconsistent tagging. By the time finance sees the bill, teams cannot explain which app, agent, customer, or workflow created the spend.
- Unapproved models and endpoints
- Provider keys spread across apps and laptops
- No consistent team, app, or environment attribution
- Budget enforcement that happens after the provider bill