Measurement

How usage becomes a number you can defend

The pipeline from agent session logs to scorecard spend: the collector, authenticated ingest, dual-lens pricing, per-row provenance, and the retirement of demo data.

Cost

How cost is determined

Two lenses on every token — actual billed and API-equivalent — where each input comes from, and how unknown prices are surfaced without guessing. Interactive.

Benefits

How benefits are determined

The two un-addable ledgers, the realization gate, the baseline requirement, and attribution withholding — with a worked example you can move. Interactive.

Grading

How grading works

The two-axis evidence grade, current product status, and the path from a first-week self-assessment to a struck company grade. Interactive.