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Gemini 3.1 Pro Preview Custom Tools vs o3 Mini

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview Custom Tools and o3 Mini.

Google

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...

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OpenAI

o3 Mini

OpenAI o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and coding. This model supports the `reasoning_effort` parameter, which can be set to...

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom Toolso3 Mini
ProviderGoogleOpenAI
Context Window1,048,756 tokens200,000 tokens
Agent SuitabilityN/A91/100
Time to First Token (TTFT)N/A800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252025-01-31

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

o3 Mini

$1.10

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

o3 Mini

$4.40

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8790.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini
HumanEvalPython coding & logic synthesis
N/Avs9020.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini
MATHComplex mathematical problem solving
N/Avs9020.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini
GPQAGraduate-level expert reasoning
N/Avs6850.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini
HellaSwagCommonsense reasoning and inference
N/Avs8900.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini
MT-BenchMulti-turn conversation flow quality
N/Avs910.0%
Gemini 3.1 Pro Preview Custom Tools
o3 Mini

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

o3 Mini Quirks & Gotchas

  • โ–ธBest cost/performance ratio for reasoning tasks in the OpenAI lineup
  • โ–ธStill slower than GPT-5 for simple tool calls โ€” route accordingly