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Claude Opus 4.8 (Fast) vs GPT-4.1

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 GPT-4.1.

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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OpenAI

GPT-4.1

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

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Technical Specifications

SpecificationClaude Opus 4.8 (Fast)GPT-4.1
ProviderAnthropicOpenAI
Context Window1,000,000 tokens1,047,576 tokens
Agent SuitabilityN/A91/100
Time to First Token (TTFT)N/A250 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272025-04-14

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

GPT-4.1

$2.00

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

GPT-4.1

$8.00

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.

GPT-4.1 Quirks & Gotchas

  • โ–ธStrong tool-calling reliability โ€” good migration path from GPT-4o
  • โ–ธMigrate to GPT-5 for larger context window and improved reasoning