AIToday
Large Language ModelsImpress WatchPublished: Nov 12, 2026, 13:01 JST

Google launches Gemini Decisions API, decision-only endpoint

Send on LINE
Google launches Gemini Decisions API, decision-only endpoint

3 Key Points

  1. What happened

    Google announced the Gemini Decisions API, built on the Gemini Decision 1 model, which answers up to 1,000 questions per input across text, images, audio, video, and PDFs up to 256,000 tokens without generating text; pricing is $0.1 per 1 million input tokens, output free.

  2. Why it matters

    By returning only answers and confidence values, the API aims to cut processing costs while enabling fast responses; Google cites uses such as routing, content moderation, and bulk compliance checks, where low-confidence answers can be escalated to human operators or another model.

WHO IT HITSDevelopers and operations teams building classification-heavy pipelines — routing, moderation, and compliance review — could cut per-call costs and latency by using a decision-only endpoint, though low-confidence answers may still need human or model escalation.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, every morning.

Context & Analysis

Google's move follows similar efforts by Jev with TypeSafe, Microsoft with Decision-1, and OpenAI with a Decisions API. What Google is emphasizing as different is the ability to include multiple materials in a single input — multimodal support for text, images, audio, video, and PDFs up to 256,000 tokens — and to run large volumes of checks at relatively low cost.

The design reflects a trade-off: by not generating text token by token, the API returns only answers and confidence scores, which Google says saves processing cost and speeds up responses. It also allows mixing Yes/No, choice, and score question types within one input, and flagging low-confidence answers for human operators or another inference model.

API keys are available through Google AI Studio, giving developers a direct way to test the decision-focused endpoint against existing classification and moderation workflows.

FAQ
How much does the Gemini Decisions API cost?
Input is priced at $0.1 per 1 million tokens, and output is free.
What types of answers can I get from the API?
It returns Yes/No, multiple-choice selections, or scores on a configurable scale, each with a probability or confidence value between 0 and 1.
How fast is the API?
Google cites a response latency of 50–100 milliseconds for computation time alone, and 150–200 milliseconds for the full process.
Send on LINE

Also reported by AI Watch (Impress), AI Weekly, GIGAZINE AI, ITmedia AI+, SiliconANGLE AI

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleKDDI and ELYZA set up ELYZA Robotics for physical AI