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Claude 3.5 Haiku 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 3.5 Haiku and o4 Mini High.

Anthropic

Claude 3.5 Haiku

Claude 3.5 Haiku is the fast, cost-efficient member of the Claude 3.5 model family from Anthropic, built to deliver strong performance for coding, text processing, and multi-turn conversation at minimal inference cost. With a 200,000-token context window and pricing at $0.80/MTok for input, it is optimized for high-throughput, latency-sensitive production applications such as real-time chat interfaces, code completion tools, and classification systems. While smaller than its Sonnet and Opus siblings, Claude 3.5 Haiku retains Anthropic's strong alignment and safety properties, making it a reliable choice for consumer-facing AI features.

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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 3.5 Haikuo4 Mini High
ProviderAnthropicOpenAI
Context Window200,000 tokens200,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment ModelN/Amanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-11-042025-04-16

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Haiku

$0.80

o4 Mini High

$1.10

Output Price per Million Tokens

Claude 3.5 Haiku

$4.00

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
7520.0%vsN/A
Claude 3.5 Haiku
o4 Mini High
HumanEvalPython coding & logic synthesis
8810.0%vsN/A
Claude 3.5 Haiku
o4 Mini High
MATHComplex mathematical problem solving
5160.0%vsN/A
Claude 3.5 Haiku
o4 Mini High
GPQAGraduate-level expert reasoning
4150.0%vsN/A
Claude 3.5 Haiku
o4 Mini High
HellaSwagCommonsense reasoning and inference
8920.0%vsN/A
Claude 3.5 Haiku
o4 Mini High
MT-BenchMulti-turn conversation flow quality
850.0%vsN/A
Claude 3.5 Haiku
o4 Mini High

Claude 3.5 Haiku Quirks & Gotchas

No developer gotchas reported.

o4 Mini High Quirks & Gotchas

No developer gotchas reported.