โ† Back to Model Hub/SIDE-BY-SIDE REVIEW
SHARE THIS:

KAT-Coder-Pro V2.5 vs o1

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 V2.5 and o1.

Kuaishou

KAT-Coder-Pro V2.5

No description available.

View Full Specs
OpenAI

o1

The latest and strongest model family from OpenAI, o1 is designed to spend more time thinking before responding. The o1 model series is trained with large-scale reinforcement learning to reason...

View Full Specs

Technical Specifications

SpecificationKAT-Coder-Pro V2.5o1
ProviderKuaishouOpenAI
Context Window256,000 tokens200,000 tokens
Agent SuitabilityN/A88/100
Time to First Token (TTFT)N/A2500 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-07-102024-12-17

API Pricing Comparison

Input Price per Million Tokens

KAT-Coder-Pro V2.5

$0.74

o1

$15.00

Output Price per Million Tokens

KAT-Coder-Pro V2.5

$2.96

o1

$60.00

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/Avs9180.0%
KAT-Coder-Pro V2.5
o1
HumanEvalPython coding & logic synthesis
N/Avs9450.0%
KAT-Coder-Pro V2.5
o1
MATHComplex mathematical problem solving
N/Avs9480.0%
KAT-Coder-Pro V2.5
o1
GPQAGraduate-level expert reasoning
N/Avs7830.0%
KAT-Coder-Pro V2.5
o1
HellaSwagCommonsense reasoning and inference
N/Avs9200.0%
KAT-Coder-Pro V2.5
o1
MT-BenchMulti-turn conversation flow quality
N/Avs940.0%
KAT-Coder-Pro V2.5
o1

KAT-Coder-Pro V2.5 Quirks & Gotchas

No developer gotchas reported.

o1 Quirks & Gotchas

  • โ–ธReasoning model โ€” high latency by design, not for real-time use
  • โ–ธBest for complex math/code reasoning where accuracy > speed
  • โ–ธUse o3-mini when you need reasoning with lower latency