Inference
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Kimi K3.1 Pro vs Muse Wonder

Change models
Kimi K3.1 ProMoonshot AISmartest open
Muse WonderMeta
IndexAll categories, out of 100.
75.7 ±4.7 best
73.1 ±4.0
GapIndex points below the top.
Top
−2.6 · no clear gap
CoverageIndex weight that has results.
80%
85% best
SpeedOutput tokens per second.
43/s
80/s best
EloLMArena rating and rank.
—
1503
ReleasedMonth of release.
2026-10
2026-10
Input / 1MUS dollars per 1M input tokens.
$2.00 best
$4.00
Output / 1MUS dollars per 1M output tokens.
$10.00 best
$20.00
Batch output / 1MBatch price per 1M output tokens.
$6.00
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1K chats2K tokens in, 500 out, each.
$9.00 best
$18.00
1K documents20K tokens in, 1K out, each.
$50.00 best
$100.00
1K agent tasks200K tokens in, 20K out, each.
$600.00 best
$1,200.00
ContextMaximum tokens in one request.
1.05M
1.05M
AgenticMulti-step tasks with tools.
76.7 best
73.0
CodingCode writing and repair.
71.9
72.3 best
ReasoningLogic problems and puzzles.
77.7 best
73.1
MultimodalTasks with images and text.
72.0
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KnowledgeFacts and expert knowledge.
71.0 best
68.6
MultilingualTasks in many languages.
—
—
InstructionTasks with strict prompt rules.
—
74.4
MathMath problems.
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73.5

Benchmarks

18 shared
Only Kimi K3.1 Pro: 45Only Muse Wonder: 44
Kimi K3.1 Pro
Muse Wonder
Artificial Analysis Humanity's Last ExamKnowledge
52.5% best11 / 222
50.1%12 / 222
Artificial Analysis Long Context ReasoningReasoning
86.3% best3 / 217
80.7%37 / 217
Critical Physics TasksReasoning
24.6%22 / 214
28.3% best15 / 214
Artificial Analysis Omniscience AccuracyKnowledge
48.9% best23 / 164
38.0%59 / 164
GDPval-AA normalizedAgentic
67.3% best3 / 133
63.5%5 / 133
Artificial Analysis SciCodeCoding
60.8% best9 / 114
60.3%10 / 114
DeepSWEAgentic
75.5%5 / 59
78.8% best2 / 59
MazeBench: visual spatial reasoning in a 3D open worldAgentic
2.0% best15 / 48
0.0%23 / 48
FrontierCode 2.0Coding
19.6%22 / 27
24.3% best15 / 27
Bug Hunt BenchCoding
36.0% best11 / 25
31.7%13 / 25
Artificial Analysis AutomationBenchAgentic
73.3% best4 / 23
39.1%22 / 23
Artificial Analysis GDP.pdfAgentic
31.4% best2 / 22
30.6%5 / 22
Artificial Analysis Terminal-Bench v4.0Agentic
67.2% best1 / 22
52.0%10 / 22
Medical Long Context Reasoning (MLCR-AA)Reasoning
38.3% best4 / 22
22.2%12 / 22
Multimodal Knowledge Agent BenchmarkAgentic
43.9%9 / 19
47.5% best8 / 19
CWE-bench v2Agentic
45.3%10 / 11
66.1% best2 / 11
OSWorld 2.1 (all 108 tasks)Agentic
79.6% best4 / 11
72.6%9 / 11
SWE-MarathonCoding
51.7%
53.1%