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Claude Sonnet 4 vs Gemini 3.1 Pro Preview

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 Claude Sonnet 4 and Gemini 3.1 Pro Preview.

Anthropic

Claude Sonnet 4

Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...

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Google

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...

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Technical Specifications

SpecificationClaude Sonnet 4Gemini 3.1 Pro Preview
ProviderAnthropicGoogle
Context Window1,000,000 tokens1,048,576 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2025-05-222026-02-19

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

Gemini 3.1 Pro Preview

$2.00

Output Price per Million Tokens

Claude Sonnet 4

$15.00

Gemini 3.1 Pro Preview

$12.00

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
8800.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview
HumanEvalPython coding & logic synthesis
9150.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview
MATHComplex mathematical problem solving
7880.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview
GPQAGraduate-level expert reasoning
6050.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview
HellaSwagCommonsense reasoning and inference
9500.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview
MT-BenchMulti-turn conversation flow quality
920.0%vsN/A
Claude Sonnet 4
Gemini 3.1 Pro Preview

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.