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.
OpenAI's Responses API guidance, tools, pricing, and Assistants sunset date make older internal AI helpers a migration issue with state, retrieval, and cost decisions.