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Google · Released Feb 19, 2026

Gemini 3.1 Pro Preview

Reasoning-first Gemini preview for agentic coding and complex problem solving.

  • Proprietary
  • Reasoning
  • Tool calling
  • Vision
  • Audio input
  • Video input
Capability
154.8ECI · #31 of 148
Input
$2.00per 1M tokens
Output
$12.00per 1M tokens
Context
1.05M66K max output
Pricing

What it costs

Input
$2.00per million tokens
Output
$12.00per million tokens
Cached input
$0.20per million tokens
Over 200K tokens
$4.00 / $18.00input / output per million
Blended (3:1)
$4.50pricier than 86% of priced models

Typical monthly bills

Monthly usageEstimated cost
Side project2M input + 0.5M output tokens$10.00
Team assistant25M input + 5M output tokens$110.00
Production app250M input + 50M output tokens$1,100

Official Google API price, as listed on models.dev.

Capability

Independent benchmarks

154.8Epoch Capabilities Index
#31 of 148 scored models
88Median 146167

The shaded band is Epoch AI’s confidence range (152.6–157.3); the tick marks the median scored model.

  • GPQA DiamondGraduate-level science questions · high setting94.4%
  • FrontierMath Tiers 1–3Research-level mathematics59.7%
  • OTIS Mock AIME 2024–2025Competition mathematics95.6%
  • SWE-bench VerifiedFixing real GitHub issues75.6%
  • SimpleQA VerifiedShort factual questions · high setting73.5%

Scores from Epoch AI, run independently of Google.

Specifications

The details

Lab
Google
Released
Feb 19, 2026
Knowledge cutoff
Jan 2025
Context window
1,048,576 tokens
Max output
65,536 tokens
Inputs
Text, Images, PDFs, Audio, Video
Output
Text
Reasoning
Adjustable effort low · medium · high
Tool calling
Yes
Structured output
Yes
Weights
Proprietary
API model ID
gemini-3.1-pro-previewon Google
Availability
26 API providerslisted on models.dev

Google model documentation

Lab-reported

What Google claims

Published by the lab at launch. Settings vary, so compare these only with care.

BenchmarkScoreSettingSource
SWE-Bench Pro54.2 resolve rate—Source
Terminal-Bench v2.170.3 success rate—Source
SWE-Bench Pro46.1 resolve rate—Source
SWE-Atlas Codebase QnA13.5—Source
SWE-Atlas Refactoring33.81—Source
SWE-Atlas Test Writing29.84—Source
Artificial Analysis Coding Agent Index43highSource
SWE-Atlas Codebase QnA45.6highSource
SWE-Bench Pro15.1highSource
Terminal-Bench v2.168.3highSource
GPQA Diamond94.3—Source
Humanity's Last Exam44.4—Source
Same lab

More from Google

Questions

About Gemini 3.1 Pro Preview

How much does Gemini 3.1 Pro Preview cost?

Gemini 3.1 Pro Preview costs $2.00 input / $12.00 output per million tokens (official Google API price). Cached input is $0.20 per million tokens. Requests over 200K tokens are billed at $4.00 input / $18.00 output. At a 3:1 input-to-output mix that is $4.50 per million tokens, more expensive than 86% of the 360 priced models we track.

What is the context window of Gemini 3.1 Pro Preview?

Gemini 3.1 Pro Preview accepts up to 1,048,576 tokens per request and can write up to 65,536 tokens in one response.

How good is Gemini 3.1 Pro Preview?

Epoch AI gives Gemini 3.1 Pro Preview a Capabilities Index score of 154.8 (likely range 152.6–157.3), ranking it #31 of 148 models Epoch has scored. Epoch AI benchmark results: GPQA Diamond 94.4%, FrontierMath Tiers 1–3 59.7%, OTIS Mock AIME 2024–2025 95.6%, SWE-bench Verified 75.6%, SimpleQA Verified 73.5%.

Is Gemini 3.1 Pro Preview open source?

No. Gemini 3.1 Pro Preview is proprietary; you use it through Google’s API or partner platforms.

What inputs does Gemini 3.1 Pro Preview support?

Gemini 3.1 Pro Preview accepts text, images, PDFs, audio and video and replies in text. It is a reasoning model with low, medium and high effort settings, supports tool calling and can return structured JSON output.

When was Gemini 3.1 Pro Preview released?

Google released Gemini 3.1 Pro Preview on Feb 19, 2026. Its training data runs to Jan 2025.

What are the best alternatives to Gemini 3.1 Pro Preview?

The closest current models from other labs on capability, price and release date are GPT-5.3 Codex (OpenAI, ECI 156.8, $1.75 / $14.00), Qwen3.7 Max (Alibaba (Qwen), ECI 153.7, $2.50 / $7.50), Claude Sonnet 4.6 (Anthropic, ECI 152.3, $3.00 / $15.00) and Grok 4.5 (xAI, ECI 154.0, $2.00 / $6.00).