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KAT-Coder-Pro V2 vs MiniMax M2.7

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 M2.7.

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 M2.7

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent...

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Technical Specifications

SpecificationKAT-Coder-Pro V2MiniMax M2.7
ProviderKuaishouMiniMax
Context Window256,000 tokens204,800 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-03-272026-03-18

API Pricing Comparison

Input Price per Million Tokens

KAT-Coder-Pro V2

$0.30

MiniMax M2.7

$0.18

Output Price per Million Tokens

KAT-Coder-Pro V2

$1.20

MiniMax M2.7

$0.72

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/Avs8250.0%
KAT-Coder-Pro V2
MiniMax M2.7
HumanEvalPython coding & logic synthesis
N/Avs8000.0%
KAT-Coder-Pro V2
MiniMax M2.7
MATHComplex mathematical problem solving
N/Avs5400.0%
KAT-Coder-Pro V2
MiniMax M2.7
GPQAGraduate-level expert reasoning
N/Avs3900.0%
KAT-Coder-Pro V2
MiniMax M2.7
HellaSwagCommonsense reasoning and inference
N/Avs8400.0%
KAT-Coder-Pro V2
MiniMax M2.7
MT-BenchMulti-turn conversation flow quality
N/Avs870.0%
KAT-Coder-Pro V2
MiniMax M2.7

KAT-Coder-Pro V2 Quirks & Gotchas

No developer gotchas reported.

MiniMax M2.7 Quirks & Gotchas

No developer gotchas reported.