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Claude Opus 4.8 vs Gemini 3.1 Pro Preview Custom Tools

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 4.8 and Gemini 3.1 Pro Preview Custom Tools.

Anthropic

Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

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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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Technical Specifications

SpecificationClaude Opus 4.8Gemini 3.1 Pro Preview Custom Tools
ProviderAnthropicGoogle
Context Window1,000,000 tokens1,048,756 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2026-05-272026-02-25

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

Gemini 3.1 Pro Preview Custom Tools

$2.00

Output Price per Million Tokens

Claude Opus 4.8

$25.00

Gemini 3.1 Pro Preview Custom Tools

$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
9540.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
Gemini 3.1 Pro Preview Custom Tools

Claude Opus 4.8 Quirks & Gotchas

  • โ–ธBest-in-class for autonomous code repair and multi-agent orchestration
  • โ–ธPreview model โ€” API may introduce breaking changes without notice

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.