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.

google/gemini-3.1-pro-preview
Organization
Google
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.

35 offers · USD per million tokens
ProviderModel IDContextOutputInput / output · 1MReasoningToolsStructuredDetails
302.AI
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Abacus
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Auriko
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
CrossModel
gemini/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
DaoXE
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
DevPass (LLM Gateway)
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Eden AI
vertex/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Eden AI
vertex/gemini-pro-latest
1,048,57665,536$2.00 / $12.00YesYesYes
View
Eden AI
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Eden AI
google/gemini-pro-latest
1,048,57665,536$2.00 / $12.00YesYesYes
View
FastRouter
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Impossibl
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Kenari
gemini-3-1-pro
1,048,57665,536$0.00 / $0.00YesYesYes
View
Kilo Gateway
google/gemini-3.1-pro-preview
1,048,57665,536$1.00 / $6.00YesYesYes
View
LLM Gateway
google-ai-studio/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
LLM Gateway
quartz/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
LLM Gateway
google-vertex/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Merge Gateway
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
NanoGPT
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Ofox
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Googlevia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$2.00 / $12.00YesYesYes
View
Googlevia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$3.60 / $21.60YesYesYes
View
Googlevia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$1.00 / $6.00YesYesYes
View
Google AI Studiovia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$1.00 / $6.00YesYesYes
View
Google AI Studiovia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$3.60 / $21.60YesYesYes
View
Google AI Studiovia OpenRouter
google/gemini-3.1-pro-preview
unknown
1,048,57665,536$2.00 / $12.00YesYesYes
View
Opper
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
OrcaRouter
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Pioneer
gemini-3.1-pro
1,000,00064,000$2.00 / $12.00YesYesYes
View
Requesty
gemini-3.1-pro-preview
1,048,57665,535$2.00 / $12.00YesYesYes
View
Snowflake Cortex
gemini-3.1-pro
1,048,57665,536— / —YesYesYes
View
Tempr Gateway
google/gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
View
Venice AI
gemini-3-1-pro-preview
1,000,00032,768$2.50 / $15.00YesYesYes
View
Vercel AI Gateway
google/gemini-3.1-pro-preview
1,000,00064,000$2.00 / $12.00YesYesYes
View
Vertex
gemini-3.1-pro-preview
1,048,57665,536$2.00 / $12.00YesYesYes
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.

USD per million tokens
Input from$0.00Per 1M input tokens
Output from$0.00Per 1M output tokens
Available offers35Across 25 providers

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.

Endpoint price comparisonLatest observed snapshot · 6 lowest-priced configurations
InputOutput
Googlegoogle-vertex/global/flex
$1.00$6.00
Google AI Studiogoogle-ai-studio/flex
$1.00$6.00
Googlegoogle-vertex/global
$2.00$12.00
Google AI Studiogoogle-ai-studio
$2.00$12.00
Googlegoogle-vertex/global/priority
$3.60$21.60
Google AI Studiogoogle-ai-studio/priority
$3.60$21.60
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
EndpointInput / 1MOutput / 1MCache read / 1MCache 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.

Latest 30-minute observation

Time to first token · milliseconds

Latency distributionRolling 30-minute snapshot · 6 endpoints
P50P75P90P99
Googlegoogle-vertex/global
2,912–17,197.14 ms
Googlegoogle-vertex/global/priority
2,504–3,610.08 ms
Googlegoogle-vertex/global/flex
88,959–180,159.61 ms
Google AI Studiogoogle-ai-studio/flex
2,690–3,189.08 ms
Google AI Studiogoogle-ai-studio/priority
4,320.5–10,519.54 ms
Google AI Studiogoogle-ai-studio
2,856–16,400.7 ms
All latency percentiles 6 endpoints
EndpointP50P75P90P99
Googlegoogle-vertex/global2,912 ms3,899 ms5,779.9 ms17,197.14 ms
Googlegoogle-vertex/global/priority2,504 ms2,949 ms3,185.2 ms3,610.08 ms
Googlegoogle-vertex/global/flex88,959 ms89,388.25 ms128,002.1 ms180,159.61 ms
Google AI Studiogoogle-ai-studio/flex2,690 ms2,789.75 ms2,987.4 ms3,189.08 ms
Google AI Studiogoogle-ai-studio/priority4,320.5 ms6,637 ms7,783.3 ms10,519.54 ms
Google AI Studiogoogle-ai-studio2,856 ms3,258.75 ms4,163.4 ms16,400.7 ms

Output throughput · tokens per second

Throughput distributionRolling 30-minute snapshot · 6 endpoints
P50P75P90P99
Googlegoogle-vertex/global
102–158.09 t/s
Googlegoogle-vertex/global/priority
31–71.17 t/s
Googlegoogle-vertex/global/flex
38–74.95 t/s
Google AI Studiogoogle-ai-studio/flex
94–113.28 t/s
Google AI Studiogoogle-ai-studio/priority
81.5–140.4 t/s
Google AI Studiogoogle-ai-studio
102–155 t/s
All throughput percentiles 6 endpoints
EndpointP50P75P90P99
Googlegoogle-vertex/global102 t/s117 t/s131 t/s158.09 t/s
Googlegoogle-vertex/global/priority31 t/s39 t/s48.9 t/s71.17 t/s
Googlegoogle-vertex/global/flex38 t/s46 t/s61.7 t/s74.95 t/s
Google AI Studiogoogle-ai-studio/flex94 t/s100 t/s105 t/s113.28 t/s
Google AI Studiogoogle-ai-studio/priority81.5 t/s103.75 t/s122.4 t/s140.4 t/s
Google AI Studiogoogle-ai-studio102 t/s114 t/s128 t/s155 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.

Successful requests by window
Availability by endpointCurrent overlapping windows · 6 endpoints
Endpoint5 minutes30 minutes24 hours
Googlegoogle-vertex/global
Googlegoogle-vertex/global/priority
Googlegoogle-vertex/global/flex
Google AI Studiogoogle-ai-studio/flex
Google AI Studiogoogle-ai-studio/priority
Google AI Studiogoogle-ai-studio

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.

External evaluations
google/gemini-3.1-pro-previewObserved
Benchmark profileArtificial Analysis · shared source scale from 0 to 70
Coding68.8
Agentic8.2
Intelligence29.7
Design ArenaCategoryEloWin rateRank
agentsagenticgamedev1,11444.2%22
agentsagentichtmlslides1,22655.8%4
agentsagenticslides1,11233.8%7
agentsagenticslides(html)1,21954.4%4
agentsagenticslides(python-pptx)1,10733.9%7
agentsandroidnative1,06441.3%34
agentsfullstack1,06740.8%32
agentsgodotgamedev1,23660%8
agentshtmlslides1,15348.6%16
agentsmobileapps1,09043.2%38
agentspptxslides1,11034.1%7
agentspython-pptxslides1,10931.9%25
agentswebapps1,11944.6%30
models3d1,25058.4%32
modelsasciiart1,28163.5%11
modelscodecategories1,25064.4%35
modelsdataviz1,24761.8%32
modelsgamedev1,21552.1%45
modelssvg1,28567.8%12
modelsuicomponent1,28769.4%21
modelswebsite1,25964.4%34

Sources: Artificial Analysis and Design Arena, via OpenRouter. Scores retain their original scales and are not OpenAI Suite ratings.

Detailed evaluations

Evaluation scoresAccuracy or item F1 · higher is better
gpqa diamondGoogle: Gemini 3.1 Pro Preview
94.529%
tau bench verified airlineGoogle: Gemini 3.1 Pro Preview
75.778%
EvaluationConfigurationSourceResultsDetails
models · codecategoriesGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,237 Elo
Details
models · svgGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,244 Elo
Details
models · datavizGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,247 Elo
Details
models · svgGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,285 Elo
Details
models · gamedevGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,209 Elo
Details
gpqa diamondGoogle: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219OpenRouter94.529%
Details
models · 3dGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,250 Elo
Details
models · uicomponentGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,233 Elo
Details
models · asciiartGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,281 Elo
Details
models · websiteGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,259 Elo
Details
models · 3dGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,239 Elo
Details
tau bench verified airlineGoogle: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219OpenRouter75.778%
Details
models · datavizGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,218 Elo
Details
Composite indicesGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Artificial AnalysisIntelligence 29.7 · Coding 68.8 · Agentic 8.2
Details
models · uicomponentGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,287 Elo
Details
models · websiteGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,240 Elo
Details
models · codecategoriesGemini 3 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,250 Elo
Details
models · gamedevGemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview-20260219Design Arena1,215 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.

30-day sample · through Sep 27, 2026
ApplicationModel routeTurnsMedian cost / sessionDetails
Hermes Agentgoogle/gemini-3.1-pro-preview-202602191 turn
$0.027468
Details
Hermes Agentgoogle/gemini-3.1-pro-preview-2026021950+ turns
$3.417468
Details
Hermes Agentgoogle/gemini-3.1-pro-preview-202602192–9 turns
$0.086715
Details
Hermes Agentgoogle/gemini-3.1-pro-preview-2026021910–49 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.

Last 90 complete UTC days
Daily token usage1,632,647,828,013 reported tokens · 53 days with observations
Jul 6, 2026Oct 3, 2026
Daily observations · 53 days
Date (UTC)Reported tokensReported routes
Sep 19, 202650,432,098,3621
Sep 18, 202654,285,004,1571
Sep 8, 202636,794,221,2681
Sep 2, 202632,253,180,3131
Sep 1, 202631,530,908,1421
Aug 31, 202625,810,065,7991
Aug 30, 202633,492,452,5331
Aug 29, 202642,831,168,6451
Aug 28, 202646,095,918,6861
Aug 27, 202640,477,223,5301
Aug 26, 202625,468,454,5341
Aug 22, 202627,651,189,9271
Aug 21, 202631,700,530,4981
Aug 20, 202645,337,328,4001
Aug 19, 202676,999,287,1271
Aug 18, 202645,151,649,1661
Aug 17, 202627,300,322,6711
Aug 14, 202636,996,583,4231
Aug 12, 202634,105,457,1591
Aug 11, 202625,862,524,1721
Aug 10, 202621,748,533,4691
Aug 8, 202615,683,908,6641
Aug 7, 202623,408,073,3511
Aug 6, 202640,011,971,0081
Aug 5, 202626,787,965,7321
Aug 3, 202623,213,511,0291
Aug 2, 202615,383,924,6231
Aug 1, 202616,952,565,4521
Jul 31, 202626,316,187,4341
Jul 30, 202627,649,481,8471
Jul 29, 202626,124,525,1051
Jul 28, 202632,918,030,9791
Jul 27, 202627,816,597,5551
Jul 26, 202622,062,062,0281
Jul 25, 202625,944,188,7811
Jul 24, 202630,122,605,5411
Jul 23, 202624,078,067,8191
Jul 22, 202636,105,472,9141
Jul 21, 202630,430,640,3281
Jul 20, 202624,522,158,6811
Jul 19, 202616,166,512,2001
Jul 18, 202617,523,759,2291
Jul 17, 202626,470,615,6951
Jul 16, 202630,622,225,6981
Jul 15, 202628,819,083,4121
Jul 14, 202632,184,064,0361
Jul 13, 202629,895,771,5571
Jul 12, 202617,971,613,3821
Jul 11, 202619,703,651,1671
Jul 10, 202628,756,560,1951
Jul 9, 202632,375,362,6161
Jul 8, 202634,306,868,9431
Jul 7, 202629,995,699,0311

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.

Current route specifications
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
Base URLhttps://openrouter.ai/api/v1
Model IDgoogle/gemini-3.1-pro-preview
Version IDgoogle/gemini-3.1-pro-preview-20260219

Reasoning

Required
Yes
Enabled by default
Not reported
Default effort
medium
Supported efforts
high, medium, low

Supported parameters

  • include_reasoning
  • max_tokens
  • reasoning
  • reasoning_effort
  • response_format
  • seed
  • stop
  • structured_outputs
  • temperature
  • tool_choice
  • tools
  • top_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