OpenAI’s evals, graders, red teaming, and improvement loops show why AI workflow pilots need structured acceptance tests before prompts, models, tools, or routing change.
OpenAI’s docs separate repeated prompts, long-running reasoning, and bulk offline work into cache-aware, background, and Batch paths to reduce latency, cost, and governance friction.