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Large Language ModelsLatent SpacePublished: Nov 12, 2026, 16:00 JST

Google launches Gemini Decision 1 decision model

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Google launches Gemini Decision 1 decision model

3 Key Points

  1. What happened

    Google introduced the Gemini Decisions API backed by Gemini Decision 1, which handles closed-set decisions such as yes/no, multiple-choice (up to 255 options) and rubric scoring in a single pass, accepting text, image, audio, video and PDF inputs with 256K context and a confidence score on every answer.

  2. Why it matters

    This gives developers a way to get fast, scored answers from a single model call instead of generating text token by token, which Google says enables responses in 150–250 ms end to end.

WHO IT HITSDevelopers building classification, routing, or scoring features into applications can now call a single API that returns a confidence-scored answer in one pass, potentially simplifying pipelines that previously required text generation or multiple model calls.

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Context & Analysis

Gemini Decision 1 originated as an internal Google DeepMind prototype, and a small team shipped the model and API about six weeks later. That short path from prototype to production suggests Google is moving quickly to stake out the decision-model category.

The launch positions Google ahead of Anthropic in releasing a production decision model. At the same time, independent evaluation from Artificial Analysis paints a more mixed picture than Google's own tests, with Decision 1 scoring 66 on the Decision Index—tying Elephant 9B and Jev 1.14 but sitting 7 points behind Drex Max v1.1 and GLiDE v1.2. Its cost and latency also differ from rivals: $345 per 1M tasks versus $103 for Drex Max and $156 for Jev, and an average time per task of 211 ms compared with Jev's 92 ms. These trade-offs may shape how developers choose among decision models for different workloads.

FAQ
What types of decisions can Gemini Decision 1 handle?
It supports yes/no, multiple-choice with up to 255 options, and rubric scoring. It accepts text, image, audio, video and PDF inputs.
How fast is Gemini Decision 1?
It returns answers in 150–250 ms end to end, according to Google.
Who announced Gemini Decision 1?
Sundar Pichai and Logan Kilpatrick announced it, and the project started as an internal Google DeepMind prototype.
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