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Claude Haiku 4.5 vs o4 Mini High

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 o4 Mini High.

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

o4 Mini High

OpenAI o4-mini-high is the same model as [o4-mini](/openai/o4-mini) with reasoning_effort set to high. OpenAI o4-mini is a compact reasoning model in the o-series, optimized for fast, cost-efficient performance while retaining...

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Technical Specifications

SpecificationClaude Haiku 4.5o4 Mini High
ProviderAnthropicOpenAI
Context Window200,000 tokens200,000 tokens
Agent Suitability87/100N/A
Time to First Token (TTFT)180 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-10-152025-04-16

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 4.5

$1.00

o4 Mini High

$1.10

Output Price per Million Tokens

Claude Haiku 4.5

$5.00

o4 Mini High

$4.40

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
o4 Mini High
HumanEvalPython coding & logic synthesis
8600.0%vsN/A
Claude Haiku 4.5
o4 Mini High
MATHComplex mathematical problem solving
7500.0%vsN/A
Claude Haiku 4.5
o4 Mini High
GPQAGraduate-level expert reasoning
5500.0%vsN/A
Claude Haiku 4.5
o4 Mini High
HellaSwagCommonsense reasoning and inference
9350.0%vsN/A
Claude Haiku 4.5
o4 Mini High
MT-BenchMulti-turn conversation flow quality
890.0%vsN/A
Claude Haiku 4.5
o4 Mini High

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

o4 Mini High Quirks & Gotchas

No developer gotchas reported.