AI Operations · Glossary
Production AI
Production AI is the state in which an AI system runs against real users, with traceability, deterministic enforcement of critical policies, and structured evaluation at scale, governed under the AI Operations discipline.
Production AI is distinct from pilot AI, demo AI, and PoC AI. The distinction is architectural, not aspirational.
Three properties separate Production AI from everything below it. Per-decision traceability: every decision is inspectable down to the policy, the routine step, and the context that produced it (see Per-Decision Traceability). Deterministic enforcement: critical policies execute deterministically, not probabilistically (see Deterministic Enforcement). Structured evaluation at scale: the system runs an evaluation suite continuously, not at acceptance only (see EvalOps).
Production AI is the output of the discipline. AI Operations is the discipline that produces it. Without the discipline, the system may execute, but it does not qualify.
The AI Operations Lead is accountable for keeping the system in the Production AI state across releases.