Gemini Decisions API
Gemini Decisions API is a new Gemini API endpoint, powered by the gemini-decision-1 model, that scores yes/no, multiple-choice and rubric questions (up to 1,000 per request) against one text, image, audio, video or PDF input in a single pass and returns probabilities and confidence scores instead of generated text.
Why it matters
For developers building agents and apps that make lots of small, bounded calls (tool selection, model routing, policy checks, grading) who want fast, cheap, calibrated answers without training custom classifiers or paying for generated tokens.
Highlights
- Three question types: yes/no probability, choice among 2 to 255 options with normalized probabilities, and ordered-rubric scores; every answer includes a 0-1 confidence score for routing unclear cases to a fallback or human.
- One shared multimodal input (text, images, audio, video, PDFs, up to 256K tokens) can be checked against up to 1,000 independent questions in one request.
- Google reports 150-250 ms end-to-end latency (50-100 ms of model compute) that stays nearly flat from 1 to 100 questions, and says it is nearly 5x cheaper on its benchmark suite than Gemini 3.5 Flash-Lite via the Interactions API.
- Google says it already powers model routing in Gemini Notebook, rapid canvas edits in Stitch, emoji picks in CC and an MCP-tool safety layer in Search.
- Integrations are rolling out for OpenRouter, LangChain, Vercel, LiteLLM, Pydantic AI, Pipecat, LiveKit and OpenCode alongside the google-genai SDKs.
Taken from the project's own README, docs or launch page. Claims about speed or accuracy are the maker's unless stated otherwise.
Worth knowing: Benchmark, latency and cost comparisons are Google's own figures. It answers closed-set questions only; it doesn't generate text.
Quick facts
| Pricing | $0.10 per 1M input tokens, $0 for output tokens; the shared input is billed once per request; no-cost tier for prototyping in Google AI Studio |
|---|---|
| Free or paid | Paid (usage-based), free tier |
| License | Proprietary (hosted API) |
| Language | REST API; Python and JavaScript SDKs (google-genai) |
| Platform | Gemini API via Google AI Studio; Google Cloud support announced as coming soon |
| GitHub stars | n/a (not a GitHub project) |
| Maker | Google DeepMind |
Links
- Official site: https://blog.google/innovation-and-ai/technology/developers-tools/gemini-decisions-api
- Docs: https://ai.google.dev/gemini-api/docs/decisions
Related ranking
See how established tools compare in Best AI Coding Tools for Developers. New releases aren't scored until we review them against the rubric.
In the news
- Google launches the Gemini Decisions API for fast, low-cost yes/no, choice and rubric scoring November 11, 2026
Checked 2026-11-12 from the model's own pages. Prices and star counts change, so confirm on the official site. Listing here is not a ranking or an endorsement.
One email a week on AI that saves business owners time
Every Friday: one tool pick with the business use case, what changed in tools you already use, and the week's AI news in plain English. No spam.
Free. Unsubscribe any time. See our privacy policy.