Metering & Entitlement

What this layer covers

This layer covers the telemetry, billing, and entitlement infrastructure that makes usage or outcome based pricing operationally real rather than a slide in a pricing deck. It includes real time consumption tracking, the controls that prevent autonomous agent spend from running away unsupervised, and choosing a unit to charge for that reflects the outcome the customer actually recognises rather than a call, credit, or token that's merely a proxy for it.

Agents don't request budget the way a human does: they consume it post hoc, at machine speed, in increments too small to govern individually and too numerous to audit after the fact. That changes what 'metering' has to mean: not a monthly usage report, but something closer to the real time spend controls a business would put on a human holding a company card.

Why it's breaking now

Token consumption does not scale linearly with the value an agent delivers, and it's entirely possible for a pilot deployment's monthly spend to triple within a normal reporting cycle with nothing visibly broken. Without metering built for that reality, finance teams are modelling a flat relationship between cost and value that the underlying technology has already outgrown.