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GPT-4o-mini vs KAT-Coder-Pro V2

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 GPT-4o-mini and KAT-Coder-Pro V2.

OpenAI

GPT-4o-mini

GPT-4o mini is OpenAI's newest model after [GPT-4 Omni](/models/openai/gpt-4o), supporting both text and image inputs with text outputs. As their most advanced small model, it is many multiples more affordable...

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Kuaishou

KAT-Coder-Pro V2

KAT-Coder-Pro V2 is the latest high-performance model in KwaiKAT’s KAT-Coder series, designed for complex enterprise-grade software engineering and SaaS integration. It builds on the agentic coding strengths of earlier versions,...

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Technical Specifications

SpecificationGPT-4o-miniKAT-Coder-Pro V2
ProviderOpenAIKuaishou
Context Window128,000 tokens256,000 tokens
Agent Suitability82/100N/A
Time to First Token (TTFT)150 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-07-182026-03-27

API Pricing Comparison

Input Price per Million Tokens

GPT-4o-mini

$0.15

KAT-Coder-Pro V2

$0.30

Output Price per Million Tokens

GPT-4o-mini

$0.60

KAT-Coder-Pro V2

$1.20

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
8200.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2
HumanEvalPython coding & logic synthesis
8400.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2
MATHComplex mathematical problem solving
7020.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2
GPQAGraduate-level expert reasoning
4500.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2
HellaSwagCommonsense reasoning and inference
8470.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2
MT-BenchMulti-turn conversation flow quality
860.0%vsN/A
GPT-4o-mini
KAT-Coder-Pro V2

GPT-4o-mini Quirks & Gotchas

  • Ultra-low latency — best TTFT in the OpenAI lineup
  • Tool calling limited to single-step — not suitable for complex agentic pipelines

KAT-Coder-Pro V2 Quirks & Gotchas

No developer gotchas reported.