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Claude Opus 4.8 (Fast) vs GPT-5.5

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-5.5.

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-5.5

GPT-5.5 is OpenAI’s frontier model designed for complex professional workloads, building on GPT-5.4 with stronger reasoning, higher reliability, and improved token efficiency on hard tasks. It features a 1M+ token...

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Technical Specifications

SpecificationClaude Opus 4.8 (Fast)GPT-5.5
ProviderAnthropicOpenAI
Context Window1,000,000 tokens1,050,000 tokens
Agent SuitabilityN/A95/100
Time to First Token (TTFT)N/A380 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272026-04-24

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

GPT-5.5

$5.00

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

GPT-5.5

$30.00

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/Avs9420.0%
Claude Opus 4.8 (Fast)
GPT-5.5
HumanEvalPython coding & logic synthesis
N/Avs9680.0%
Claude Opus 4.8 (Fast)
GPT-5.5
MATHComplex mathematical problem solving
N/Avs9350.0%
Claude Opus 4.8 (Fast)
GPT-5.5
GPQAGraduate-level expert reasoning
N/Avs8420.0%
Claude Opus 4.8 (Fast)
GPT-5.5
HellaSwagCommonsense reasoning and inference
N/Avs9900.0%
Claude Opus 4.8 (Fast)
GPT-5.5
MT-BenchMulti-turn conversation flow quality
N/Avs970.0%
Claude Opus 4.8 (Fast)
GPT-5.5

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

GPT-5.5 Quirks & Gotchas

  • Best for JSON schema adherence — strict mode available via response_format parameter
  • Requires explicit tool_choice for deterministic function calling