Notes on billing & revenue

Three pricing models are competing to define how you should charge for your AI products charge for value: per-token, per-agent, and per-outcome. Here's how real companies use each one, where each one breaks, and what it takes to bill this way without guessing.

Tier boundaries matter less than most teams assume. Overage framing matters more.