Kimi K3.1 Pro vs Muse Wonder Full

Change models
Kimi K3.1 ProMoonshot AISmartest open
IndexAll categories, out of 100.
75.7 ±4.7
77.3 ±5.3 best
GapIndex points below the top.
−1.6 · no clear gap
Top
CoverageIndex weight that has results.
80%
80%
SpeedOutput tokens per second.
43/s
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EloLMArena rating and rank.
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ReleasedMonth of release.
2026-10
2026-10
Input / 1MUS dollars per 1M input tokens.
$2.00
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Output / 1MUS dollars per 1M output tokens.
$10.00
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Batch output / 1MBatch price per 1M output tokens.
$6.00
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1K chats2K tokens in, 500 out, each.
$9.00
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1K documents20K tokens in, 1K out, each.
$50.00
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1K agent tasks200K tokens in, 20K out, each.
$600.00
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ContextMaximum tokens in one request.
1.05M best
1M
AgenticMulti-step tasks with tools.
76.7
78.2 best
CodingCode writing and repair.
71.9
77.3 best
ReasoningLogic problems and puzzles.
77.7 best
75.6
MultimodalTasks with images and text.
72.0
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KnowledgeFacts and expert knowledge.
71.0
71.7 best
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
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MathMath problems.
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79.6

Benchmarks

15 shared
Only Kimi K3.1 Pro: 48Only Muse Wonder Full: 27
Kimi K3.1 Pro
Muse Wonder Full
52.5%11 / 222
53.6% best9 / 222
86.3% best3 / 217
83.7%10 / 217
24.6%22 / 214
32.9% best2 / 214
48.9% best23 / 164
41.0%46 / 164
67.3%3 / 133
67.9% best2 / 133
60.8%9 / 114
62.6% best4 / 114
DeepSWEAgentic
75.5%5 / 59
79.0% best1 / 59
2.0%15 / 48
17.0% best2 / 48
36.0%11 / 25
42.0% best6 / 25
73.3% best4 / 23
45.4%21 / 23
31.4%2 / 22
32.6% best1 / 22
67.2% best1 / 22
57.1%7 / 22
38.3% best4 / 22
22.2%12 / 22
79.6% best4 / 11
78.4%6 / 11
51.7%
57.5%