Touchmark prices AI products by evaluating output quality instead of counting tokens. Its TypeScript SDK, @touchmark/sdk, records sessions, emits events such as model outputs and code diffs, and returns quality-adjusted prices through separate valuations. The company is backed by Y Combinator and presents public session pages showing how charges are explained.