How We Certify AI Reliability With One Number — Conformal Prediction for LLMs (Open Source)

Preview text: Most AI teams ship with dashboards, eval suites, and a strong opinion. We wanted something harder to argue with: one number, backed by conformal prediction, that tells us whether an AI system is ready to ship. AI teams do not have a benchmark problem. We have a deployment problem. Once a model leaves the lab and lands inside a product, a workflow, or an agent, the real question is no longer whether it looked strong on a leaderboard. The real question is whether the system is rel...