Kimi K3.1 Pro launch post cover

Cost/1M tokens

input
$0.2375
cached
$0.19
output
$8.7856
Context
1Mtokens
Released
2w ago
Size
2.8Tparameters

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Arena leaderboards and other sourced evaluations appear below; missing scores are not zero.

How it ranks

Against its predecessor, similarly priced models and the models ranked around it.

DeepSWE 1.1

Best pass@1 per model · Higher is better

Not evaluated in DeepSWE 1.1

Arena Text

Best Arena rating per model · Higher is better

Arena #24

  1. 1496
    Muse Spark 1.3Similar price
  2. 1487
    Kimi K3Predecessor
  3. 1485
    GPT-5.6 SolNearby rank
  4. 1484
    Qwen3.8 MaxNearby rank
  5. 1483
    Kimi K3.1 Pro
  6. 1483
    Gemini 3.6 FlashNearby rank
  7. 1483
    GLM 5.3Nearby rank
  8. 1466
    Grok 4.5Similar price
  9. 1465
    GLM 5.1Similar price
  10. 1414
    Claude Haiku 4.5Similar price

Level with Kimi K3 (predecessor, overlapping 95% CIs) · Ahead of 3 of 4 similarly priced models

Arena WebDev

Best Arena rating per model · Higher is better

Arena #11

  1. 1723
    Muse Wonder FullNearby rank
  2. 1691
    Claude Opus 5Nearby rank
  3. 1688
    Kimi K3.1 Pro
  4. 1682
    Gemini 4 ArgonNearby rank
  5. 1679
    GPT-6.1 TerraSimilar price
  6. 1658
    Kimi K3Predecessor
  7. 1655
    Muse Spark 1.3Similar price
  8. 1515
    Qwen3.7 MaxSimilar price
  9. 1508
    GLM 5.1Similar price

+30 vs Kimi K3 (predecessor) · Ahead of 3 of 4 similarly priced models

Arena Vision

Best Arena rating per model · Higher is better

Not ranked on Arena Vision yet

Arena Search

Best Arena rating per model · Higher is better

Not ranked on Arena Search yet

Agent Arena

Best IPS score per model · Higher is better

Arena #15

  1. +0.120
    GPT-6.1 TerraSimilar price
  2. +0.069
    GPT-6 SolNearby rank
  3. +0.053
    Hy4Nearby rank
  4. +0.049
    Kimi K3.1 Pro
  5. +0.046
    GPT-5.6 SolNearby rank
  6. +0.026
    Grok 4.7Similar price
  7. +0.022
    Muse Spark 1.3Similar price
  8. +0.006
    Kimi K3Predecessor
  9. -0.072
    Qwen3.7 MaxSimilar price

+0.043 vs Kimi K3 (predecessor) · Ahead of 2 of 4 similarly priced models

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

All published scores

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

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