What AI costs, and what it buys.

Token spend sliced by user, by model and by business case — and then set against the value each case is meant to deliver. Spend nobody can attribute to a business case is the first thing this page makes visible.

Measured value cost · measuredbaseline · agreedvalue · estimated

Value per completed business outcome, not per call: the owner-signed baseline (how long the work takes a human with no AI) minus the review and rework time actually measured. Test runs and failed outcomes are excluded from value and counted as waste.

What-if calculator — assumption-based, per call estimated

A planning tool, not a measurement: value here comes from minutes-per-call assumptions you can slide. For a figure to put in front of a CFO, use Measured value above — it is per outcome and built on a signed-off baseline.

Assumptions

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