Models Model details

Google

Google: Gemini 3.1 Pro Preview

google/gemini-3.1-pro-preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation of the Gemini 3 series, it combines high-precision reasoning across text, image, video, audio, and code with a 1M-token context window. Reasoning Details must be preserved when using multi-turn tool calling, see our docs here: . The 3.1 update introduces measurable gains in SWE benchmarks and real-world coding environments, along with stronger autonomous task execution in structured domains such as finance and spreadsheet-based workflows. Designed for advanced development and agentic systems, Gemini 3.1 Pro Preview improves long-horizon stability and tool orchestration while increasing token efficiency. It introduces a new medium thinking level to better balance cost, speed, and performance. The model excels in agentic coding, structured planning, multimodal analysis, and workflow automation, making it well-suited for autonomous agents, financial modeling, spreadsheet automation, and high-context enterprise tasks.

Input
$2

/ 1M tokens

Output
$12

/ 1M tokens

Context window
1.05M

tokens

Limits

Context

1,048,576

tokens

Max output

65,536

6.3% of the context window

Model facts

Author

Google

Tokenizer

Gemini

Modality

Text + Image + File + Audio + Video -> Text

Created

Feb 19, 2026

Reasoning

RequiredDefault MediumHighMediumLow

Publication status

Hugging Face: unavailableLicense: not publishedParameter count: not published

Modalities

Input · AudioInput · FileInput · ImageInput · TextInput · VideoOutput · Text

Generation controls

Include reasoningMax tokensReasoningReasoning effortResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop p

Capability scores

8.2
Agentic index

Better than 34% of models compared

68.8
Coding index

Better than 70% of models compared

29.7
Intelligence index

Better than 71% of models compared

Agent tasks

Category performance

Godot games
Top 26%

1236 Elo

60.0% win

Agentic HTML slides
Top 40%

1226 Elo

55.8% win

Additional published result
  • Agentic slides (HTML)

    1219 Elo · Rank #4 · 54.4% win · Top 40%

HTML slides
Top 64%

1153 Elo

48.6% win

Web apps
Top 70%

1119 Elo

44.6% win

Agentic games
Top 90%

1114 Elo

44.2% win

Mobile apps
Top 82%

1091 Elo

43.2% win

Android apps
Top 89%

1064 Elo

41.4% win

Full-stack apps
Top 73%

1068 Elo

40.8% win

pptxslides
Top 77%

1110 Elo

34.1% win

agenticslides(python pptx)
Top 67%

1107 Elo

33.9% win

Agentic slides
Top 67%

1112 Elo

33.8% win

Slide decks
Top 88%

1109 Elo

31.9% win

Creative tasks

Category performance

UI components
Top 25%

1279 Elo

69.4% win

SVG
Top 18%

1285 Elo

67.8% win

Code
Top 38%

1245 Elo

64.4% win

Websites
Top 36%

1254 Elo

64.4% win

ASCII art
Top 19%

1272 Elo

63.5% win

Data visualization
Top 36%

1240 Elo

61.8% win

3D
Top 36%

1235 Elo

58.4% win

Games
Top 44%

1204 Elo

52.1% win