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Claude Opus 4.8 (Fast) vs Claude Sonnet 4.6

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 Claude Sonnet 4.6.

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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Anthropic

Claude Sonnet 4.6

Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...

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Technical Specifications

SpecificationClaude Opus 4.8 (Fast)Claude Sonnet 4.6
ProviderAnthropicAnthropic
Context Window1,000,000 tokens1,000,000 tokens
Agent SuitabilityN/A94/100
Time to First Token (TTFT)N/A350 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272026-02-17

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

Claude Sonnet 4.6

$3.00

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

Claude Sonnet 4.6

$15.00

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/Avs9040.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6
HumanEvalPython coding & logic synthesis
N/Avs9370.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6
MATHComplex mathematical problem solving
N/Avs8230.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6
GPQAGraduate-level expert reasoning
N/Avs6500.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6
HellaSwagCommonsense reasoning and inference
N/Avs9600.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6
MT-BenchMulti-turn conversation flow quality
N/Avs940.0%
Claude Opus 4.8 (Fast)
Claude Sonnet 4.6

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

Claude Sonnet 4.6 Quirks & Gotchas

  • โ–ธBest balance of speed and capability โ€” default for most Claude integrations
  • โ–ธComputer-use (beta) feature enables autonomous UI interaction