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KAT-Coder-Pro V2 vs MiniMax M3

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 KAT-Coder-Pro V2 and MiniMax M3.

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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MiniMax

MiniMax M3

MiniMax-M3 is a multimodal foundation model from MiniMax. It supports text, image, and video inputs with text output, a 1M-token context window, and is suited for long-horizon agentic work, coding,...

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Technical Specifications

SpecificationKAT-Coder-Pro V2MiniMax M3
ProviderKuaishouMiniMax
Context Window256,000 tokens1,048,576 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2026-03-272026-05-31

API Pricing Comparison

Input Price per Million Tokens

KAT-Coder-Pro V2

$0.30

MiniMax M3

$0.30

Output Price per Million Tokens

KAT-Coder-Pro V2

$1.20

MiniMax M3

$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
N/Avs8400.0%
KAT-Coder-Pro V2
MiniMax M3
HumanEvalPython coding & logic synthesis
N/Avs8350.0%
KAT-Coder-Pro V2
MiniMax M3
MATHComplex mathematical problem solving
N/Avs6200.0%
KAT-Coder-Pro V2
MiniMax M3
GPQAGraduate-level expert reasoning
N/Avs4250.0%
KAT-Coder-Pro V2
MiniMax M3
HellaSwagCommonsense reasoning and inference
N/Avs8520.0%
KAT-Coder-Pro V2
MiniMax M3
MT-BenchMulti-turn conversation flow quality
N/Avs888.0%
KAT-Coder-Pro V2
MiniMax M3

KAT-Coder-Pro V2 Quirks & Gotchas

No developer gotchas reported.

MiniMax M3 Quirks & Gotchas

No developer gotchas reported.