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Claude Haiku 4.5 vs GPT-4.1

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 GPT-4.1.

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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OpenAI

GPT-4.1

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

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Technical Specifications

SpecificationClaude Haiku 4.5GPT-4.1
ProviderAnthropicOpenAI
Context Window200,000 tokens1,047,576 tokens
Agent Suitability87/10091/100
Time to First Token (TTFT)180 ms250 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-10-152025-04-14

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 4.5

$1.00

GPT-4.1

$2.00

Output Price per Million Tokens

Claude Haiku 4.5

$5.00

GPT-4.1

$8.00

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%vsN/A
Claude Haiku 4.5
GPT-4.1
HumanEvalPython coding & logic synthesis
8600.0%vsN/A
Claude Haiku 4.5
GPT-4.1
MATHComplex mathematical problem solving
7500.0%vsN/A
Claude Haiku 4.5
GPT-4.1
GPQAGraduate-level expert reasoning
5500.0%vsN/A
Claude Haiku 4.5
GPT-4.1
HellaSwagCommonsense reasoning and inference
9350.0%vsN/A
Claude Haiku 4.5
GPT-4.1
MT-BenchMulti-turn conversation flow quality
890.0%vsN/A
Claude Haiku 4.5
GPT-4.1

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

GPT-4.1 Quirks & Gotchas

  • Strong tool-calling reliability — good migration path from GPT-4o
  • Migrate to GPT-5 for larger context window and improved reasoning