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Claude 3.5 Haiku 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 3.5 Haiku and Claude Opus 4.8 (Fast).

Anthropic

Claude 3.5 Haiku

Claude 3.5 Haiku is the fast, cost-efficient member of the Claude 3.5 model family from Anthropic, built to deliver strong performance for coding, text processing, and multi-turn conversation at minimal inference cost. With a 200,000-token context window and pricing at $0.80/MTok for input, it is optimized for high-throughput, latency-sensitive production applications such as real-time chat interfaces, code completion tools, and classification systems. While smaller than its Sonnet and Opus siblings, Claude 3.5 Haiku retains Anthropic's strong alignment and safety properties, making it a reliable choice for consumer-facing AI features.

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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 3.5 HaikuClaude Opus 4.8 (Fast)
ProviderAnthropicAnthropic
Context Window200,000 tokens1,000,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment ModelN/Amanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2024-11-042026-05-27

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Haiku

$0.80

Claude Opus 4.8 (Fast)

$10.00

Output Price per Million Tokens

Claude 3.5 Haiku

$4.00

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
7520.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)
HumanEvalPython coding & logic synthesis
8810.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)
MATHComplex mathematical problem solving
5160.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)
GPQAGraduate-level expert reasoning
4150.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)
HellaSwagCommonsense reasoning and inference
8920.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)
MT-BenchMulti-turn conversation flow quality
850.0%vsN/A
Claude 3.5 Haiku
Claude Opus 4.8 (Fast)

Claude 3.5 Haiku Quirks & Gotchas

No developer gotchas reported.

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.