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Model Pareto

Kimi K3.1 Pro

Moonshot AI (Kimi)Proprietaryartificialanalysis.ai ↗
Compare with nearest rivalsCompare with…
Input
$2.00/M tok
Output
$10/M tok
Blended
$4.00/M tok · 3:1
Speed
77tok/s
Context
1Mtokens

Rankings

Benchmark scores

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

Coding

SWE-bench VerifiedEstimated
~#2 of 20 (estimated)~92.6%
  1. #1Claude Opus 596.0%
  2. ~#2Kimi K3.1 ProEstimated92.6%
  3. #2Claude Sonnet 585.2%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#5 of 43 (estimated)~74.5%
  1. #1Gemini 4 Argon78.8%
  2. #2DeepSeek V4.1 Flash 101777.0%
  3. #4Muse Wonder75.8%
  4. ~#5Kimi K3.1 ProEstimated74.5%
  5. #5DeepSeek V4.1 Flash74.2%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#2 of 28 (estimated)~92.1%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. ~#2Kimi K3.1 ProEstimated92.1%
  3. #2Qwen3.8 Flash-Next91.9%
No published score — estimated from related benchmarks
AA Coding Agent IndexEstimated
~#4 of 24 (estimated)~58.7
  1. #1Claude Opus 5.561.7
  2. #2Claude Opus 559.7
  3. #3Muse Wonder Full58.9
  4. ~#4Kimi K3.1 ProEstimated58.7
  5. #4Claude Fable 5.157.6
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2Kimi K3.1 ProEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
CharXiv ReasoningEstimated
~#2 of 12 (estimated)~85.1%
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2Kimi K3.1 ProEstimated85.1%
  3. #2Kimi K384.8%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#4 of 8 (estimated)~89.9%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #2Qwen3.8 27B91.1%
  4. ~#4Kimi K3.1 ProEstimated89.9%
  5. #4Gemini 3.1 Pro85.3%
No published score — estimated from related benchmarks
GDP.pdf (AA)Estimated
~#12 of 47 (estimated)~22.3%
  1. #1Muse Wonder Full32.6%
  2. #2GPT-6 Astra31.0%
  3. #10Qwen3.8 Max (0902)22.8%
  4. ~#12Kimi K3.1 ProEstimated22.3%
  5. #12Kimi K322.0%
No published score — estimated from related benchmarks
ChartographyEstimated
~#7 of 24 (estimated)~39.2%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #6Gemini 3.8 Flash40.9%
  4. ~#7Kimi K3.1 ProEstimated39.2%
  5. #7GPT-5.6 Terra34.0%
No published score — estimated from related benchmarks

Hard reasoning

GPQA DiamondEstimated
~#2 of 191 (estimated)~96.1%
  1. #1GPT-6 Astra96.1%
  2. ~#2Kimi K3.1 ProEstimated96.1%
  3. #2Gemini 3.8 Flash95.3%
No published score — estimated from related benchmarks
AIME (latest)Estimated
~#2 of 33 (estimated)~99.1%
  1. #1GLM-5.3 NVFP499.5%
  2. ~#2Kimi K3.1 ProEstimated99.1%
  3. #2Beam 1.0 501B A23B97.7%
No published score — estimated from related benchmarks