A practical operating note for turning AI API spend into per-capability unit economics: cost per successful task, margin by use case, and validation steps before enforcing budgets.
A structured guide for engineering and finance teams who need to document, justify, and review AI API cost exceptions. Covers evidence requirements, operator workflow, a reusable log record template, and FinOps-aligned allocation principles.