Culpa is a local-first LLM cost forensics and forecasting tool for AI founders and engineering teams. It traces AI spend to the exact conversation, customer, feature and agent step responsible for it, flags retry and failed-call waste, shows customer and feature margin from imported revenue, and forecasts future AI costs before a feature, workflow or launch runs.