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Model Pareto

KAT Coder Pro V2

Kwaipilot (Kuaishou)Proprietaryartificialanalysis.ai ↗
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Input
$0.30/M tok
Output
$1.20/M tok
Blended
$0.525/M tok · 3:1
Speed
~110tok/sest.
Context
256Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: KAT Coder Pro V2. Price = AA median host price.

Rankings

Benchmark scores

~ italic, dashed = no published score yet, estimated from related benchmarks.

Writing & chat

MMMLUEstimated
~#3 of 5 (estimated)~85.2%
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3KAT Coder Pro V2Estimated85.2%
  4. #3Claude Haiku 4.583.0%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Estimated
~#39 of 54 (estimated)~1391 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #38Claude Haiku 4.51395
  4. ~#39KAT Coder Pro V2Estimated1391
  5. #39GPT-5.4 nano1387
No published score — estimated from related benchmarks
LMArena Text (Elo)Estimated
~#39 of 54 (estimated)~1407 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #38Mistral Large 31413
  4. ~#39KAT Coder Pro V2Estimated1407
  5. #39GPT-5.4 nano1402
No published score — estimated from related benchmarks
EQ-Bench Creative Writing v3 (Elo)Estimated
~#18 of 26 (estimated)~1629 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #17Qwen3.8 27B1671
  4. ~#18KAT Coder Pro V2Estimated1629
  5. #18Inkling1611
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#9 of 25 (estimated)~87.5%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #8Nova 2.0 Pro Preview89.0%
  4. ~#9KAT Coder Pro V2Estimated87.5%
  5. #9Mistral Medium 3.586.3%
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#11 of 12 (estimated)~62.2%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #10Muse Glimmer65.9%
  4. ~#11KAT Coder Pro V2Estimated62.2%
  5. #11Claude Haiku 4.550.7%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~last of 5 (estimated)below measured range (<47.5%)
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. #4GPT-5.547.5%
  4. ~#5KAT Coder Pro V2Estimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~57.4%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15KAT Coder Pro V2Estimated57.4%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks