Usage Analytics Onboarding

A three-level path through the monitoring surfaces, played against a timer. Each level is short, ends with a number worth repeating in a meeting, and unlocks the next: first insights inside ten minutes, then the shadow bill, then an agent efficiency scorecard built to be beaten.

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Level 1: First insights in ten minutes

Send a burst of traffic and explain one request's cost, tokens, and latency, on the clock.

Level 2: Read the shadow bill

Put a dollar figure on what subscription traffic would cost at API list prices.

Level 3: Profile agent efficiency

Token splits, cached-request share, and cost per task: a baseline scorecard to beat.

The path is also part of a wider evaluation: the Fast-Track Evaluation includes all three levels in its Day 1 milestone.