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Claude Haiku 4.5 vs GPT-5.4 Image 2

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-5.4 Image 2.

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-5.4 Image 2

[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...

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Technical Specifications

SpecificationClaude Haiku 4.5GPT-5.4 Image 2
ProviderAnthropicOpenAI
Context Window200,000 tokens272,000 tokens
Agent Suitability87/100N/A
Time to First Token (TTFT)180 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-10-152026-04-21

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 4.5

$1.00

GPT-5.4 Image 2

$8.00

Output Price per Million Tokens

Claude Haiku 4.5

$5.00

GPT-5.4 Image 2

$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%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2
HumanEvalPython coding & logic synthesis
8600.0%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2
MATHComplex mathematical problem solving
7500.0%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2
GPQAGraduate-level expert reasoning
5500.0%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2
HellaSwagCommonsense reasoning and inference
9350.0%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2
MT-BenchMulti-turn conversation flow quality
890.0%vsN/A
Claude Haiku 4.5
GPT-5.4 Image 2

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-5.4 Image 2 Quirks & Gotchas

No developer gotchas reported.