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: https://openrouter.ai/docs/use-cases/reasoning-tokens#preserving-reasoning. 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.
- Organization
- Family
- gemini-pro
- Providers
- 25
- Context
- 1,048,576
- Output limit
- 65,536
- Knowledge
- 2025-01
- Release
- 2026-02-19
- Updated
- 2026-02-19
- Weights
- Closed
- Input
- text, image, video, audio, pdf
- Output
- text
- Capabilities
- Tools, Reasoning, Structured, Temperature
Providers
Compare every cataloged offer for this model, including its provider, route, token limits, price, and capabilities.
| Provider | Model ID | Context | Output | Input / output · 1M | Reasoning | Tools | Structured | Details |
|---|---|---|---|---|---|---|---|---|
| 302.AI | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Abacus | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Auriko | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| CrossModel | gemini/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| DaoXE | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| DevPass (LLM Gateway) | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Eden AI | vertex/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Eden AI | vertex/gemini-pro-latest | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Eden AI | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Eden AI | google/gemini-pro-latest | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| FastRouter | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Impossibl | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Kenari | gemini-3-1-pro | 1,048,576 | 65,536 | $0.00 / $0.00 | Yes | Yes | Yes | View |
| Kilo Gateway | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $1.00 / $6.00 | Yes | Yes | Yes | View |
| LLM Gateway | google-ai-studio/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| LLM Gateway | quartz/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| LLM Gateway | google-vertex/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Merge Gateway | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| NanoGPT | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Ofox | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Googlevia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Googlevia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $3.60 / $21.60 | Yes | Yes | Yes | View |
| Googlevia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $1.00 / $6.00 | Yes | Yes | Yes | View |
| Google AI Studiovia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $1.00 / $6.00 | Yes | Yes | Yes | View |
| Google AI Studiovia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $3.60 / $21.60 | Yes | Yes | Yes | View |
| Google AI Studiovia OpenRouter | google/gemini-3.1-pro-preview unknown | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Opper | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| OrcaRouter | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Pioneer | gemini-3.1-pro | 1,000,000 | 64,000 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Requesty | gemini-3.1-pro-preview | 1,048,576 | 65,535 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Snowflake Cortex | gemini-3.1-pro | 1,048,576 | 65,536 | — / — | Yes | Yes | Yes | View |
| Tempr Gateway | google/gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Venice AI | gemini-3-1-pro-preview | 1,000,000 | 32,768 | $2.50 / $15.00 | Yes | Yes | Yes | View |
| Vercel AI Gateway | google/gemini-3.1-pro-preview | 1,000,000 | 64,000 | $2.00 / $12.00 | Yes | Yes | Yes | View |
| Vertex | gemini-3.1-pro-preview | 1,048,576 | 65,536 | $2.00 / $12.00 | Yes | Yes | Yes | View |
Prices and limits apply to each offer. A dash means the value is not provided. OpenRouter offers show the hosting provider and routing channel separately.
Pricing
Compare token rates and cache charges across available routes and hosting configurations.
Lowest listed input and output prices across the offers above; they may belong to different providers. These are base rates, before conditional pricing, discounts or additional fees.
google/gemini-3.1-pro-previewObserved - Input
- $2.00
- Output
- $12.00
- Cache read
- $0.20
- Cache write
- $0.375
Additional fees and pricing conditions
- audio
- $0.000002 / audio token
- image
- $0.000002 / image
- web search
- $0.014 / search
- input audio cache
- $0.0000002 / audio token
- internal reasoning
- $0.000012 / reasoning token
overrides · USD per token for token prices; time windows use UTC.
[
{
"audio": "0.000004",
"prompt": "0.000004",
"completion": "0.000018",
"input_cache_read": "0.0000004",
"input_audio_cache": "0.0000004",
"min_prompt_tokens": 200000
}
]Hosting prices through OpenRouter All endpoints and cache rates
| Endpoint | Input / 1M | Output / 1M | Cache read / 1M | Cache write / 1M |
|---|---|---|---|---|
| Googlegoogle-vertex/global | $2.00 | $12.00 | $0.20 | $0.375 |
| Googlegoogle-vertex/global/priority | $3.60 | $21.60 | $0.36 | $0.675 |
| Googlegoogle-vertex/global/flex | $1.00 | $6.00 | $0.10 | $0.1875 |
| Google AI Studiogoogle-ai-studio/flex | $1.00 | $6.00 | $0.10 | $0.1875 |
| Google AI Studiogoogle-ai-studio/priority | $3.60 | $21.60 | $0.36 | $0.675 |
| Google AI Studiogoogle-ai-studio | $2.00 | $12.00 | $0.20 | $0.375 |
Each row is a hosting configuration. Open an offer in Providers for its full pricing conditions and additional fees. Endpoint observations may differ from the routing catalog's base price.
Performance
Review reported latency and output-throughput percentiles from the latest observed rolling window.
Time to first token · milliseconds
All latency percentiles 6 endpoints
| Endpoint | P50 | P75 | P90 | P99 |
|---|---|---|---|---|
| Googlegoogle-vertex/global | 2,912 ms | 3,899 ms | 5,779.9 ms | 17,197.14 ms |
| Googlegoogle-vertex/global/priority | 2,504 ms | 2,949 ms | 3,185.2 ms | 3,610.08 ms |
| Googlegoogle-vertex/global/flex | 88,959 ms | 89,388.25 ms | 128,002.1 ms | 180,159.61 ms |
| Google AI Studiogoogle-ai-studio/flex | 2,690 ms | 2,789.75 ms | 2,987.4 ms | 3,189.08 ms |
| Google AI Studiogoogle-ai-studio/priority | 4,320.5 ms | 6,637 ms | 7,783.3 ms | 10,519.54 ms |
| Google AI Studiogoogle-ai-studio | 2,856 ms | 3,258.75 ms | 4,163.4 ms | 16,400.7 ms |
Output throughput · tokens per second
All throughput percentiles 6 endpoints
| Endpoint | P50 | P75 | P90 | P99 |
|---|---|---|---|---|
| Googlegoogle-vertex/global | 102 t/s | 117 t/s | 131 t/s | 158.09 t/s |
| Googlegoogle-vertex/global/priority | 31 t/s | 39 t/s | 48.9 t/s | 71.17 t/s |
| Googlegoogle-vertex/global/flex | 38 t/s | 46 t/s | 61.7 t/s | 74.95 t/s |
| Google AI Studiogoogle-ai-studio/flex | 94 t/s | 100 t/s | 105 t/s | 113.28 t/s |
| Google AI Studiogoogle-ai-studio/priority | 81.5 t/s | 103.75 t/s | 122.4 t/s | 140.4 t/s |
| Google AI Studiogoogle-ai-studio | 102 t/s | 114 t/s | 128 t/s | 155 t/s |
Percentiles describe the observed request distribution. These are snapshots of a rolling window, not a historical time series.
Uptime
Compare successful request rates across the latest 5-minute, 30-minute, and 24-hour observations.
Reported by OpenRouter at the time of collection; rate-limited requests are excluded. A dash means no measurement was reported. This is not a live availability check.
Benchmarks
Review attributed evaluation results on each source's original scale.
google/gemini-3.1-pro-previewObserved | Design Arena | Category | Elo | Win rate | Rank |
|---|---|---|---|---|
| agents | agenticgamedev | 1,114 | 44.2% | 22 |
| agents | agentichtmlslides | 1,226 | 55.8% | 4 |
| agents | agenticslides | 1,112 | 33.8% | 7 |
| agents | agenticslides(html) | 1,219 | 54.4% | 4 |
| agents | agenticslides(python-pptx) | 1,107 | 33.9% | 7 |
| agents | androidnative | 1,064 | 41.3% | 34 |
| agents | fullstack | 1,067 | 40.8% | 32 |
| agents | godotgamedev | 1,236 | 60% | 8 |
| agents | htmlslides | 1,153 | 48.6% | 16 |
| agents | mobileapps | 1,090 | 43.2% | 38 |
| agents | pptxslides | 1,110 | 34.1% | 7 |
| agents | python-pptxslides | 1,109 | 31.9% | 25 |
| agents | webapps | 1,119 | 44.6% | 30 |
| models | 3d | 1,250 | 58.4% | 32 |
| models | asciiart | 1,281 | 63.5% | 11 |
| models | codecategories | 1,250 | 64.4% | 35 |
| models | dataviz | 1,247 | 61.8% | 32 |
| models | gamedev | 1,215 | 52.1% | 45 |
| models | svg | 1,285 | 67.8% | 12 |
| models | uicomponent | 1,287 | 69.4% | 21 |
| models | website | 1,259 | 64.4% | 34 |
Sources: Artificial Analysis and Design Arena, via OpenRouter. Scores retain their original scales and are not OpenAI Suite ratings.
Detailed evaluations
| Evaluation | Configuration | Source | Results | Details |
|---|---|---|---|---|
| models · codecategories | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,237 Elo | Details |
| models · svg | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,244 Elo | Details |
| models · dataviz | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,247 Elo | Details |
| models · svg | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,285 Elo | Details |
| models · gamedev | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,209 Elo | Details |
| gpqa diamond | Google: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | OpenRouter | 94.529% | Details |
| models · 3d | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,250 Elo | Details |
| models · uicomponent | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,233 Elo | Details |
| models · asciiart | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,281 Elo | Details |
| models · website | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,259 Elo | Details |
| models · 3d | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,239 Elo | Details |
| tau bench verified airline | Google: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | OpenRouter | 75.778% | Details |
| models · dataviz | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,218 Elo | Details |
| Composite indices | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Artificial Analysis | Intelligence 29.7 · Coding 68.8 · Agentic 8.2 | Details |
| models · uicomponent | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,287 Elo | Details |
| models · website | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,240 Elo | Details |
| models · codecategories | Gemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,250 Elo | Details |
| models · gamedev | Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219 | Design Arena | 1,215 Elo | Details |
Sources: Artificial Analysis, Design Arena and OpenRouter. Evaluation configurations and scales differ; results are not interchangeable. Updated Oct 4, 2026.
Apps & session costs
Compare observed median session costs for applications using this model, grouped by conversation length.
| Application | Model route | Turns | Median cost / session | Details |
|---|---|---|---|---|
| Hermes Agent | google/gemini-3.1-pro-preview-20260219 | 1 turn | $0.027468 | Details |
| Hermes Agent | google/gemini-3.1-pro-preview-20260219 | 50+ turns | $3.417468 | Details |
| Hermes Agent | google/gemini-3.1-pro-preview-20260219 | 2–9 turns | $0.086715 | Details |
| Hermes Agent | google/gemini-3.1-pro-preview-20260219 | 10–49 turns | $0.573383 | Details |
Source: OpenRouter, as of Oct 2, 2026. Published under CC BY 4.0. These are observed costs per session, not token prices or a forecast for your workload. Apps are compared separately.
Activity
Daily prompt and completion tokens reported for this model's routes in OpenRouter's top 50. Missing days have no published value.
29,995,699,031 tokens
34,306,868,943 tokens
32,375,362,616 tokens
28,756,560,195 tokens
19,703,651,167 tokens
17,971,613,382 tokens
29,895,771,557 tokens
32,184,064,036 tokens
28,819,083,412 tokens
30,622,225,698 tokens
26,470,615,695 tokens
17,523,759,229 tokens
16,166,512,200 tokens
24,522,158,681 tokens
30,430,640,328 tokens
36,105,472,914 tokens
24,078,067,819 tokens
30,122,605,541 tokens
25,944,188,781 tokens
22,062,062,028 tokens
27,816,597,555 tokens
32,918,030,979 tokens
26,124,525,105 tokens
27,649,481,847 tokens
26,316,187,434 tokens
16,952,565,452 tokens
15,383,924,623 tokens
23,213,511,029 tokens
26,787,965,732 tokens
40,011,971,008 tokens
23,408,073,351 tokens
15,683,908,664 tokens
21,748,533,469 tokens
25,862,524,172 tokens
34,105,457,159 tokens
36,996,583,423 tokens
27,300,322,671 tokens
45,151,649,166 tokens
76,999,287,127 tokens
45,337,328,400 tokens
31,700,530,498 tokens
27,651,189,927 tokens
25,468,454,534 tokens
40,477,223,530 tokens
46,095,918,686 tokens
42,831,168,645 tokens
33,492,452,533 tokens
25,810,065,799 tokens
31,530,908,142 tokens
32,253,180,313 tokens
36,794,221,268 tokens
54,285,004,157 tokens
50,432,098,362 tokens
Daily observations · 53 days
| Date (UTC) | Reported tokens | Reported routes |
|---|---|---|
| Sep 19, 2026 | 50,432,098,362 | 1 |
| Sep 18, 2026 | 54,285,004,157 | 1 |
| Sep 8, 2026 | 36,794,221,268 | 1 |
| Sep 2, 2026 | 32,253,180,313 | 1 |
| Sep 1, 2026 | 31,530,908,142 | 1 |
| Aug 31, 2026 | 25,810,065,799 | 1 |
| Aug 30, 2026 | 33,492,452,533 | 1 |
| Aug 29, 2026 | 42,831,168,645 | 1 |
| Aug 28, 2026 | 46,095,918,686 | 1 |
| Aug 27, 2026 | 40,477,223,530 | 1 |
| Aug 26, 2026 | 25,468,454,534 | 1 |
| Aug 22, 2026 | 27,651,189,927 | 1 |
| Aug 21, 2026 | 31,700,530,498 | 1 |
| Aug 20, 2026 | 45,337,328,400 | 1 |
| Aug 19, 2026 | 76,999,287,127 | 1 |
| Aug 18, 2026 | 45,151,649,166 | 1 |
| Aug 17, 2026 | 27,300,322,671 | 1 |
| Aug 14, 2026 | 36,996,583,423 | 1 |
| Aug 12, 2026 | 34,105,457,159 | 1 |
| Aug 11, 2026 | 25,862,524,172 | 1 |
| Aug 10, 2026 | 21,748,533,469 | 1 |
| Aug 8, 2026 | 15,683,908,664 | 1 |
| Aug 7, 2026 | 23,408,073,351 | 1 |
| Aug 6, 2026 | 40,011,971,008 | 1 |
| Aug 5, 2026 | 26,787,965,732 | 1 |
| Aug 3, 2026 | 23,213,511,029 | 1 |
| Aug 2, 2026 | 15,383,924,623 | 1 |
| Aug 1, 2026 | 16,952,565,452 | 1 |
| Jul 31, 2026 | 26,316,187,434 | 1 |
| Jul 30, 2026 | 27,649,481,847 | 1 |
| Jul 29, 2026 | 26,124,525,105 | 1 |
| Jul 28, 2026 | 32,918,030,979 | 1 |
| Jul 27, 2026 | 27,816,597,555 | 1 |
| Jul 26, 2026 | 22,062,062,028 | 1 |
| Jul 25, 2026 | 25,944,188,781 | 1 |
| Jul 24, 2026 | 30,122,605,541 | 1 |
| Jul 23, 2026 | 24,078,067,819 | 1 |
| Jul 22, 2026 | 36,105,472,914 | 1 |
| Jul 21, 2026 | 30,430,640,328 | 1 |
| Jul 20, 2026 | 24,522,158,681 | 1 |
| Jul 19, 2026 | 16,166,512,200 | 1 |
| Jul 18, 2026 | 17,523,759,229 | 1 |
| Jul 17, 2026 | 26,470,615,695 | 1 |
| Jul 16, 2026 | 30,622,225,698 | 1 |
| Jul 15, 2026 | 28,819,083,412 | 1 |
| Jul 14, 2026 | 32,184,064,036 | 1 |
| Jul 13, 2026 | 29,895,771,557 | 1 |
| Jul 12, 2026 | 17,971,613,382 | 1 |
| Jul 11, 2026 | 19,703,651,167 | 1 |
| Jul 10, 2026 | 28,756,560,195 | 1 |
| Jul 9, 2026 | 32,375,362,616 | 1 |
| Jul 8, 2026 | 34,306,868,943 | 1 |
| Jul 7, 2026 | 29,995,699,031 | 1 |
Source: OpenRouter (openrouter.ai/rankings), as of Oct 4, 2026. CC BY 4.0. Totals include only individually published routes. Tokenizers differ by provider; the aggregated “other” category is never assigned to a model.
Technical details & API
Explore specifications, supported parameters, reasoning controls, and API identifiers for each OpenRouter route.
google/gemini-3.1-pro-previewObserved - Context
- 1,048,576
- Maximum output
- 65,536
- Tokenizer
- Gemini
- Input
- audio, file, image, text, video
- Output
- text
- Moderation
- No
- Added to OpenRouter
- 2026-02-19
https://openrouter.ai/api/v1google/gemini-3.1-pro-previewgoogle/gemini-3.1-pro-preview-20260219Reasoning
- Required
- Yes
- Enabled by default
- Not reported
- Default effort
- medium
- Supported efforts
- high, medium, low
Supported parameters
include_reasoningmax_tokensreasoningreasoning_effortresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_p
Frequently asked questions
Answers based on the model metadata and serving offers currently in the catalog.
How much does Gemini 3.1 Pro Preview cost?
Listed rates start at $0.00 per million input tokens and $0.00 per million output tokens. Prices vary by provider and configuration; see Pricing for details.
Which providers offer Gemini 3.1 Pro Preview?
There are 35 cataloged offers across 25 providers. Compare model IDs, prices and limits in Providers.
What is the context window?
The cataloged model context is 1,048,576 tokens. Each serving endpoint may apply a different limit.
Does it support tools and structured output?
Tool calling: Yes. Structured output: Yes. Support can vary by endpoint.
Catalog history · 2 recorded revisions
Metadata observations since this model was first cataloged. These are not model release versions.
- ·
706f9e4f07ce - ·
42d44a6ce085