Google: Gemini 3.1 Pro Preview (batch)
google/gemini-3.1-pro-preview:batch
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.
/ 1M tokens
/ 1M tokens
tokens
Limits
Context
1,048,576
tokens
Max output
65,536
6.3% of the context window
Model facts
Author
Tokenizer
Gemini
Modality
Text + Image + File + Audio + Video -> Text
Created
Feb 19, 2026
Reasoning
Publication status
Modalities
Generation controls
Capability scores
Better than 34% of models compared
Better than 70% of models compared
Better than 71% of models compared
Agent tasks
Category performance
1236 Elo
60.0% win
1226 Elo
55.8% win
Additional published result
Agentic slides (HTML)
1219 Elo · Rank #4 · 54.4% win · Top 40%
1153 Elo
48.6% win
1119 Elo
44.6% win
1114 Elo
44.2% win
1091 Elo
43.2% win
1064 Elo
41.4% win
1068 Elo
40.8% win
1110 Elo
34.1% win
1107 Elo
33.9% win
1112 Elo
33.8% win
1109 Elo
31.9% win
Creative tasks
Category performance
1279 Elo
69.4% win
1285 Elo
67.8% win
1245 Elo
64.4% win
1254 Elo
64.4% win
1272 Elo
63.5% win
1240 Elo
61.8% win
1235 Elo
58.4% win
1204 Elo
52.1% win