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Claude Opus 4.6 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 Opus 4.6 and Gemini 3.1 Pro Preview.

Anthropic

Claude Opus 4.6

Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...

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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 Opus 4.6Gemini 3.1 Pro Preview
ProviderAnthropicGoogle
Context Window1,000,000 tokens1,048,576 tokens
Agent Suitability95/100N/A
Time to First Token (TTFT)500 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2026-02-042026-02-19

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.6

$5.00

Gemini 3.1 Pro Preview

$2.00

Output Price per Million Tokens

Claude Opus 4.6

$25.00

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
9250.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview
HumanEvalPython coding & logic synthesis
9450.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview
MATHComplex mathematical problem solving
8890.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview
GPQAGraduate-level expert reasoning
7980.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview
HellaSwagCommonsense reasoning and inference
9750.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview
MT-BenchMulti-turn conversation flow quality
965.0%vsN/A
Claude Opus 4.6
Gemini 3.1 Pro Preview

Claude Opus 4.6 Quirks & Gotchas

  • Best for long-context document analysis and legal review
  • Tool calling requires structured prompt — prone to verbose refusal without explicit output schema

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.