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Claude Sonnet 4.5 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 4.5 and Gemini 3.1 Pro Preview.

Anthropic

Claude Sonnet 4.5

Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...

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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 4.5Gemini 3.1 Pro Preview
ProviderAnthropicGoogle
Context Window1,000,000 tokens1,048,576 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)380 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-09-292026-02-19

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

Gemini 3.1 Pro Preview

$2.00

Output Price per Million Tokens

Claude Sonnet 4.5

$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
8950.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview
MATHComplex mathematical problem solving
8000.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview
GPQAGraduate-level expert reasoning
6250.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview
HellaSwagCommonsense reasoning and inference
9580.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview
MT-BenchMulti-turn conversation flow quality
930.0%vsN/A
Claude Sonnet 4.5
Gemini 3.1 Pro Preview

Claude Sonnet 4.5 Quirks & Gotchas

  • Excellent for long-form writing and nuanced document analysis
  • Slightly slower than Sonnet 4.6 — upgrade for production agentic use

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.