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Gemini 3.1 Pro vs GPT-4.1

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 and GPT-4.1.

Google

Gemini 3.1 Pro

Google's premiere multi-modal model featuring a massive 2 million token context window. Engineered for deep code analysis, video indexing, and long-context reasoning.

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OpenAI

GPT-4.1

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

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Technical Specifications

SpecificationGemini 3.1 ProGPT-4.1
ProviderGoogleOpenAI
Context Window2,000,000 tokens1,047,576 tokens
Agent Suitability93/10091/100
Time to First Token (TTFT)420 ms250 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-04-202025-04-14

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro

$2.00

GPT-4.1

$2.00

Output Price per Million Tokens

Gemini 3.1 Pro

$12.00

GPT-4.1

$8.00

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
9280.0%vsN/A
Gemini 3.1 Pro
GPT-4.1
HumanEvalPython coding & logic synthesis
9460.0%vsN/A
Gemini 3.1 Pro
GPT-4.1
MATHComplex mathematical problem solving
8800.0%vsN/A
Gemini 3.1 Pro
GPT-4.1
GPQAGraduate-level expert reasoning
8130.0%vsN/A
Gemini 3.1 Pro
GPT-4.1
HellaSwagCommonsense reasoning and inference
9840.0%vsN/A
Gemini 3.1 Pro
GPT-4.1
MT-BenchMulti-turn conversation flow quality
950.0%vsN/A
Gemini 3.1 Pro
GPT-4.1

Gemini 3.1 Pro Quirks & Gotchas

  • โ–ธBest model for massive context โ€” 2M token window is class-leading
  • โ–ธTool calling requires explicit schema definition in Google AI Studio

GPT-4.1 Quirks & Gotchas

  • โ–ธStrong tool-calling reliability โ€” good migration path from GPT-4o
  • โ–ธMigrate to GPT-5 for larger context window and improved reasoning