One kind of credit, one revenue model: credits = measured inference cost × a fixed ratio. There is no reservation and no pre-flight admission — a study or QA run that reaches its allowance pauses and resumes; it is never refused up front. Chat, direct simulations and knowledge embedding are not gated.