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Claude Opus 4.8 (Fast) 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 4.8 (Fast) and Gemini 3.1 Pro Preview.

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 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 4.8 (Fast)Gemini 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 Date2026-05-272026-02-19

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

Gemini 3.1 Pro Preview

$2.00

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

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.

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.