- What does AI cost tracking actually measure?
- Token volume in and out, request count, model used, latency, and the dollar cost of each call — broken down by feature, environment, or customer so you know what's driving the bill.
- How fast can I see new usage?
- Near real-time. TokenAtlas ingests usage as it happens, so the dashboard reflects production traffic within minutes, not at the end of the billing cycle.
- Do I need to change my code?
- Minimal change. Drop in the TokenAtlas SDK or proxy your provider calls — usage flows in automatically and your existing prompt code stays untouched.