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Claude Haiku 4.5 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 Haiku 4.5 and Claude Sonnet 4.6.

Anthropic

Claude Haiku 4.5

Claude Haiku 4.5 is Anthropic’s fastest and most efficient model, delivering near-frontier intelligence at a fraction of the cost and latency of larger Claude models. Matching Claude Sonnet 4’s performance...

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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 Haiku 4.5Claude Sonnet 4.6
ProviderAnthropicAnthropic
Context Window200,000 tokens1,000,000 tokens
Agent Suitability87/10094/100
Time to First Token (TTFT)180 ms350 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-10-152026-02-17

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 4.5

$1.00

Claude Sonnet 4.6

$3.00

Output Price per Million Tokens

Claude Haiku 4.5

$5.00

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
8480.0%vs9040.0%
Claude Haiku 4.5
Claude Sonnet 4.6
HumanEvalPython coding & logic synthesis
8600.0%vs9370.0%
Claude Haiku 4.5
Claude Sonnet 4.6
MATHComplex mathematical problem solving
7500.0%vs8230.0%
Claude Haiku 4.5
Claude Sonnet 4.6
GPQAGraduate-level expert reasoning
5500.0%vs6500.0%
Claude Haiku 4.5
Claude Sonnet 4.6
HellaSwagCommonsense reasoning and inference
9350.0%vs9600.0%
Claude Haiku 4.5
Claude Sonnet 4.6
MT-BenchMulti-turn conversation flow quality
890.0%vs940.0%
Claude Haiku 4.5
Claude Sonnet 4.6

Claude Haiku 4.5 Quirks & Gotchas

  • Fastest TTFT in the Claude lineup — ideal for real-time chat
  • Tool calling limited compared to Sonnet — best for simple classification and routing

Claude Sonnet 4.6 Quirks & Gotchas

  • Best balance of speed and capability — default for most Claude integrations
  • Computer-use (beta) feature enables autonomous UI interaction