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KAT-Coder-Pro V2 vs R1

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 R1.

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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DeepSeek

R1

DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....

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Technical Specifications

SpecificationKAT-Coder-Pro V2R1
ProviderKuaishouDeepSeek
Context Window256,000 tokens163,840 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-03-272025-01-20

API Pricing Comparison

Input Price per Million Tokens

KAT-Coder-Pro V2

$0.30

R1

$0.70

Output Price per Million Tokens

KAT-Coder-Pro V2

$1.20

R1

$2.50

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/Avs9080.0%
KAT-Coder-Pro V2
R1
HumanEvalPython coding & logic synthesis
N/Avs9280.0%
KAT-Coder-Pro V2
R1
MATHComplex mathematical problem solving
N/Avs9310.0%
KAT-Coder-Pro V2
R1
GPQAGraduate-level expert reasoning
N/Avs6210.0%
KAT-Coder-Pro V2
R1
HellaSwagCommonsense reasoning and inference
N/Avs9050.0%
KAT-Coder-Pro V2
R1
MT-BenchMulti-turn conversation flow quality
N/Avs935.0%
KAT-Coder-Pro V2
R1

KAT-Coder-Pro V2 Quirks & Gotchas

No developer gotchas reported.

R1 Quirks & Gotchas

No developer gotchas reported.