Decision support

Qwen3.6 Max Preview vs Kimi K3

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Benchmark results

Head to head on 5 benchmarks both models report

  • Qwen3.6 Max Preview1lead
  • Kimi K34leads
  • DeepSWE 1.1

    Best pass@1 · Higher is better

    • Qwen3.6 Max Preview
      Not reported
    • Kimi K3
      68.5%
      #8 of 28
    Runs and sources
    Qwen3.6 Max Preview

    Not reported

    Kimi K3
    • max68.5%mini-swe-agent · pass@4 89.4% · $4.65 / attempt
  • Arena Text

    Arena rating · Higher is better

    • Qwen3.6 Max Preview
      1460
      Arena #62CI 1451 to 1468
    • Kimi K3
      Best1487
      +27 ahead · Arena #19CI 1483 to 1491
    Runs and sources
    Qwen3.6 Max Preview
    • default146095% CI 1451 to 1468 · 5,386 votes
    Kimi K3
    • max148795% CI 1483 to 1491 · 40,867 votes
  • Arena WebDev

    Arena rating · Higher is better

    • Qwen3.6 Max Preview
      1482
      Arena #75CI 1470 to 1495
    • Kimi K3
      Best1658
      +176 ahead · Arena #18CI 1652 to 1664
    Runs and sources
    Qwen3.6 Max Preview
    • default148295% CI 1470 to 1495 · 2,674 votes
    Kimi K3
    • max165895% CI 1652 to 1664 · 22,405 votes
  • Agent Arena

    IPS score · Higher is better

    • Qwen3.6 Max Preview
      Not reported
    • Kimi K3
      +0.006
      Arena #28CI -0.001 to +0.012
    Runs and sources
    Qwen3.6 Max Preview

    Not reported

    Kimi K3
    • max+0.00695% CI -0.001 to +0.012 · 16,124,377 observations
  • ARC-AGI-2

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      Not reported
    • Kimi K3
      60.4%
      #36 of 85
    Runs and sources
    Qwen3.6 Max Preview

    Not reported

    Kimi K3
    • low12.4%
    • high55.0%
    • max60.4%
    Source:External evaluation via Epoch AIOriginal-source terms apply
  • FrontierMath-2025-02-28-Private

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      23.1%
      #20 of 58
    • Kimi K3
      Not reported
    Runs and sources
    Qwen3.6 Max Preview
    • default23.1%
    Kimi K3

    Not reported

  • FrontierMath-Tier-4-2025-07-01-Private

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      4.2%
      #18 of 46
    • Kimi K3
      Not reported
    Runs and sources
    Qwen3.6 Max Preview
    • default4.2%
    Kimi K3

    Not reported

  • FrontierMath-Tier-4-v2-Private

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      Not reported
    • Kimi K3
      39.0%
      #28 of 72
    Runs and sources
    Qwen3.6 Max Preview

    Not reported

    Kimi K3
    • max39.0%
  • FrontierMath-Tiers-1-3-v2-Private

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      Not reported
    • Kimi K3
      72.2%
      #26 of 87
    Runs and sources
    Qwen3.6 Max Preview

    Not reported

    Kimi K3
    • max72.2%
  • GPQA diamond

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      87.4%
      #59 of 161
    • Kimi K3
      Best93.1%
      +5.7 pts ahead · #21 of 161
    Runs and sources
    Qwen3.6 Max Preview
    • default87.4%
    Kimi K3
    • low84.8%
    • high91.9%
    • max93.1%
  • OTIS Mock AIME 2024-2025

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      91.1%
      #54 of 158
    • Kimi K3
      Best97.2%
      +6.1 pts ahead · #32 of 158
    Runs and sources
    Qwen3.6 Max Preview
    • default91.1%
    Kimi K3
    • low68.9%
    • high93.3%
    • max97.2%
  • SimpleQA Verified

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      Best52.0%
      +1.4 pts ahead · #26 of 87
    • Kimi K3
      50.6%
      #29 of 87
    Runs and sources
    Qwen3.6 Max Preview
    • default52.0%
    Kimi K3
    • max50.6%
  • SWE-bench Verified

    Best published score · Higher is better

    • Qwen3.6 Max Preview
      76.7%
      #7 of 35
    • Kimi K3
      Not reported
    Runs and sources
    Qwen3.6 Max Preview
    • default76.7%
    Kimi K3

    Not reported

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Original-source terms apply to evaluations credited to their original publishers.

DeepSWE 1.1 results: official leaderboard, data generated 2026-09-22. Only exact model versions in the official dataset are matched.

Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.

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.

Model specifications

Release date
April 20, 2026
July 16, 2026
Context window
262K
1M
Native context
—
1M
Max output tokens
65,536
943,718
Knowledge cutoff
2025-04
—
Open weights
Closed
Open weights
Parameter count
—
2.8T

API pricing · USD per 1M tokens

Input
—
$0.192
Output
—
$16.00
Cached input
—
$0.182
Cache write
—
—

Capabilities and modalities

Input modalities
text
text, image, video
Output modalities
text
text
Tool calling
Supported
Supported
Reasoning option
Supported
Supported
Supported options
tools, reasoning, temperature
frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p
Capabilities
—
vision, thinking, completion, tools

Architecture and availability

Architecture
—
kimi-k3
Model families
—
kimi-k3
Tokenizer
—
Other
Instruction format
—
—
License
—
—
Providers
0
18
Provider endpoints
0
54
Ollama variants
0
1
Metadata source
ai-research
ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

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