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OpenAI Decisions API: Structured AI Decisions Without Reasoning Overhead

OpenAI's Decisions API, powered by GPT-6 Luna, is now available in limited preview. It's designed for structured decision-making: classification, routing, scoring, and content moderation. Users define questions and possible answers, and the model returns a discrete choice using text and image context. The API optimizes for speed and cost by avoiding generative token overhead, making it suitable for high-volume routing and automation tasks. Full release is planned in coming days.

Why it matters

💻 Developer · This is the API for internal routing and automation. Use it for content filtering, request classification, and agent action selection. Because output is constrained, latency is predictable and costs are fixed. You can call it thousands of times per request without worrying about token explosion.

📦 Product · Decisions API enables real-time, intelligent routing behind your product without exposing users to reasoning delays. Use it for content quality signals, fraud detection, or A/B test assignment. The structured output means you can build deterministic workflows on top.

🎨 Design · Users won't see Decisions API directly—it's plumbing. But it enables faster, more responsive experiences because decisions are made instantly with no reasoning latency. This matters for content feeds, real-time moderation, and request prioritization.

📈 Business · Decisions API is OpenAI's play for system-of-record embedding. If routing, classification, and moderation happen via Decisions API, you're deeply integrated into OpenAI's infrastructure. The low cost per decision makes it easier to justify deployment at scale.

🤔 Just Curious · The interesting move here is separating decision-making from reasoning. Most AI products assume you need chain-of-thought or explanation. Decisions API argues the opposite: for many tasks, you just need the answer, fast. It's a bet that interpretability isn't always necessary.

Sources: Decisions API, OpenAI's Decisions API Gives Developers a Constrained GPT-6 Luna Router