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Claude 3.5 Haiku

AnthropicLarge Language ModelProprietary

Anthropic's fastest and most affordable model. Designed for high-throughput, low-latency tasks like classification and extraction.

Abilities

Text GenerationCode GenerationSummarizationStructured OutputMultilingual

Use Cases

ChatbotAutomationEnterprise

Available in Tools

Availability

Amazon Bedrock
Google Vertex AI

How to Use

Use the Anthropic Messages API with model ID `claude-haiku-4-5-20251001`. Best for latency-sensitive and high-volume workloads.

Pros

  • Very fast response times (~200ms first token) — ideal for real-time user-facing features
  • Most affordable Claude model — $1/1M input makes high-volume classification viable
  • Excellent for structured extraction, tagging, and routing tasks
  • 200K context window — same long-context access as larger models
  • Low latency makes it suitable for agentic pipelines where speed matters

Cons

  • Closed source — same as other Claude models
  • Significantly less capable on complex reasoning, math, and creative tasks
  • Output quality noticeably drops on tasks requiring deep analysis
  • Not suitable as a standalone coding assistant — too many errors on complex code
  • Smaller community focus — most tutorials and examples target Sonnet/Opus

What to Use It For

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Perfect For

High-volume classification and tagging

Fastest Claude model at $1/1M input — processes thousands of items per minute affordably

Real-time routing in agentic pipelines

~200ms first token latency makes it ideal as a fast decision-making router in multi-agent systems

Fast structured data extraction

Reliable JSON output at low latency — perfect for pulling fields from invoices, forms, and emails

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Good For

Simple Q&A

Handles straightforward questions accurately at minimal cost per query

Customer support triage

Fast enough for real-time ticket routing and priority classification

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Not Recommended

Complex coding tasks

Too many errors on multi-file refactoring and architectural decisions

Try instead: Claude Sonnet 4

Nuanced creative writing

Produces generic, flat prose lacking the depth and style control of larger models

Try instead: Claude Opus 4

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Do Not Use For

Advanced math or reasoning

Lacks the depth for multi-step proofs — makes logical errors on anything beyond basic math

Try instead: o3, DeepSeek R1

Image understanding at expert level

Vision capabilities are limited compared to multimodal-first models

Try instead: Gemini 2.5 Pro

Technical Details

Pricing$1 / 1M input tokens, $5 / 1M output tokens
ParametersUndisclosed
detail.contextWindow200K tokens (64K max output)

Links