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Gemini 3.1 Pro vs o4-mini (High)

At a glance
GoogleGemini 3.1 Pro

Google's frontier model with a large leap in core reasoning.

861.0M ctx$2.00/$12.00 per M#10/92
OpenAIo4-mini (High)

o4-mini with reasoning effort locked to high for maximum accuracy.

79200K ctx$1.10/$4.40 per M#30/92
AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
GoogleGemini 3.1 Pro
Reasoning
Sources:Epoch ECI·Epoch AI·Provider·OpenRouter· as of 2026-07-10
Smarter
Capability
CapabilityECI86.4
Reasoning & Knowledge
Graduate Science94.1%Expert-Level46.4%Factual Recall77.3%
Math
Math Problems—Competition Math95.6%Research Math36.9%
Coding
Real-World Coding80.6%Code Editing—
Agentic
Terminal Tasks80.2%Novel Reasoning77.1%Task Horizon6.4h
OpenAIo4-mini (High)
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper
Capability
CapabilityECI78.6
Reasoning & Knowledge
Graduate Science79.6%Expert-Level18.1%Factual Recall23.9%
Math
Math Problems97.8%Competition Math81.7%Research Math24.8%
Coding
Real-World Coding—Code Editing72.0%
Agentic
Terminal Tasks—Novel Reasoning6.1%Task Horizon1.3h
Specs
GoogleGemini 3.1 Pro
1.0M
Context
66K
Max output
Feb 2026
Released
OpenAIo4-mini (High)
200K
Context
100K
Max output
Apr 2025
Released
Capabilities
GoogleGemini 3.1 Pro
Vision
Audio
Reasoning
OpenAIo4-mini (High)
Vision
Audio
Reasoning
Pricing
GoogleGemini 3.1 Pro
Live pricing, shown before you run
Input$2.00/M tokens
Output$12.00/M tokens
Reasoning$12.00/M tokens
Cache read$0.20/M tokens
Cache write$0.38/M tokens
Image input$2.00/M tokens
Audio input$2.00/M tokens
Web search$0.01/search
OpenAIo4-mini (High)
Live pricing, shown before you run
Input$1.10/M tokens
Output$4.40/M tokens
Cache read$0.28/M tokens
Web search$0.01/search
Chat with Gemini 3.1 ProGo to model
Chat with o4-mini (High)Go to model
Frequently Asked Questions: Gemini 3.1 Pro vs o4-mini (High)▼

Which is better, Gemini 3.1 Pro or o4-mini (High)?

▼

Based on the Capability Index, Gemini 3.1 Pro scores higher (86.4 vs 78.6). However, "better" depends on your use case — pricing, speed, context window, and specific capability needs all matter.

Which is cheaper, Gemini 3.1 Pro or o4-mini (High)?

▼

o4-mini (High) has a lower blended cost. Gemini 3.1 Pro: $2.00 input / $12.00 output. o4-mini (High): $1.10 input / $4.40 output.

Which has a larger context window, Gemini 3.1 Pro or o4-mini (High)?

▼

Gemini 3.1 Pro has a larger context window: Gemini 3.1 Pro supports 1M tokens vs o4-mini (High) at 200K tokens.

Do both Gemini 3.1 Pro and o4-mini (High) support vision?

▼

Yes, both Gemini 3.1 Pro and o4-mini (High) support vision/image input.

What are the key differences between Gemini 3.1 Pro and o4-mini (High)?

▼

Key differences: Gemini 3.1 Pro has a notably higher capability index (7.8 point gap). Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Gemini 3.1 Pro and o4-mini (High) for free on idapt.app to see which performs better for your specific needs.

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