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Claude Opus 4.5 vs Claude Opus 4.8 (Fast)

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 4.5 and Claude Opus 4.8 (Fast).

Anthropic

Claude Opus 4.5

Claude Opus 4.5 is Anthropic’s frontier reasoning model optimized for complex software engineering, agentic workflows, and long-horizon computer use. It offers strong multimodal capabilities, competitive performance across real-world coding and...

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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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Technical Specifications

SpecificationClaude Opus 4.5Claude Opus 4.8 (Fast)
ProviderAnthropicAnthropic
Context Window200,000 tokens1,000,000 tokens
Agent Suitability93/100N/A
Time to First Token (TTFT)550 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-11-242026-05-27

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.5

$5.00

Claude Opus 4.8 (Fast)

$10.00

Output Price per Million Tokens

Claude Opus 4.5

$25.00

Claude Opus 4.8 (Fast)

$50.00

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
9280.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)
HumanEvalPython coding & logic synthesis
9420.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)
MATHComplex mathematical problem solving
8750.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)
GPQAGraduate-level expert reasoning
7600.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)
HellaSwagCommonsense reasoning and inference
9720.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)
MT-BenchMulti-turn conversation flow quality
955.0%vsN/A
Claude Opus 4.5
Claude Opus 4.8 (Fast)

Claude Opus 4.5 Quirks & Gotchas

  • Deep analytical reasoning — best for structured problem-solving
  • 200K context is limiting compared to 1M of Opus 4.6+ — upgrade for long-document tasks

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.