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Claude Opus 4.8 (Fast) vs Gemini 3.1 Pro

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 (Fast) and Gemini 3.1 Pro.

Anthropic

Claude Opus 4.8 (Fast)

Fast-mode variant of [Opus 4.8](/anthropic/claude-opus-4.8) - identical capabilities with higher output speed at 2x pricing relative to regular Opus 4.8. Learn more in Anthropic's docs: https://platform.claude.com/docs/en/build-with-claude/fast-mode

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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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Technical Specifications

SpecificationClaude Opus 4.8 (Fast)Gemini 3.1 Pro
ProviderAnthropicGoogle
Context Window1,000,000 tokens2,000,000 tokens
Agent SuitabilityN/A93/100
Time to First Token (TTFT)N/A420 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272026-04-20

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

Gemini 3.1 Pro

$2.00

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

Gemini 3.1 Pro

$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
N/Avs9280.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro
HumanEvalPython coding & logic synthesis
N/Avs9460.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro
MATHComplex mathematical problem solving
N/Avs8800.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro
GPQAGraduate-level expert reasoning
N/Avs8130.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro
HellaSwagCommonsense reasoning and inference
N/Avs9840.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro
MT-BenchMulti-turn conversation flow quality
N/Avs950.0%
Claude Opus 4.8 (Fast)
Gemini 3.1 Pro

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

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