Inference
EN

GPT-6.1 Sol vs Muse Wonder

Change models
GPT-6.1 SolOpenAI
Muse WonderMeta
IndexAll categories, out of 100.
78.0 ±2.2 best
73.1 ±4.0
GapIndex points below the top.
Top
−4.9
CoverageIndex weight that has results.
100% best
85%
SpeedOutput tokens per second.
34/s
80/s best
EloLMArena rating and rank.
1446
1503 best
ReleasedMonth of release.
2026-09
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.
$5.00
—
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.
76.0 best
73.0
CodingCode writing and repair.
75.8 best
72.3
ReasoningLogic problems and puzzles.
81.8 best
73.1
MultimodalTasks with images and text.
72.2
—
KnowledgeFacts and expert knowledge.
78.0 best
68.6
MultilingualTasks in many languages.
73.2
—
InstructionTasks with strict prompt rules.
76.6 best
74.4
MathMath problems.
78.2 best
73.5

Benchmarks

54 shared
Only GPT-6.1 Sol: 44Only Muse Wonder: 8
GPT-6.1 Sol
Muse Wonder
Artificial Analysis Humanity's Last ExamKnowledge
52.9% best10 / 222
50.1%12 / 222
Artificial Analysis Long Context ReasoningReasoning
83.0% best18 / 217
80.7%37 / 217
Critical Physics TasksReasoning
31.7% best4 / 214
28.3%15 / 214
OTIS Mock AIME 2024-2025Math
100.0% best1 / 200
99.4%17 / 200
Artificial Analysis Omniscience AccuracyKnowledge
61.8% best5 / 164
38.0%59 / 164
GDPval-AA normalizedAgentic
54.8%22 / 133
63.5% best5 / 133
Vibe Code Bench v1.1Coding
88.9% best10 / 123
83.1%22 / 123
Artificial Analysis SciCodeCoding
54.2%35 / 114
60.3% best10 / 114
FrontierMath-Tiers-1-3-v2-PrivateMath
93.7% best2 / 90
82.1%18 / 90
Legal Research BenchLegal
38.5%39 / 90
50.5% best7 / 90
Tax Agent BenchFinance
21.8%49 / 82
36.3% best15 / 82
LiveBench Data AnalysisReasoning
82.7% best3 / 80
81.6%5 / 80
LiveBench ReasoningReasoning
92.6% best3 / 80
90.6%11 / 80
Mystery Game PuzzlesReasoning
80.0% best3 / 80
51.0%15 / 80
Finance Agent (v2)Finance
52.0%37 / 79
56.6% best18 / 79
Code MigrationCoding
65.1% best5 / 77
62.6%6 / 77
EMBFinance
70.8% best14 / 75
67.1%18 / 75
FrontierMath-Tier-4-v2-PrivateMath
100.0% best1 / 72
70.7%17 / 72
LiveBench Agentic CodingAgentic
54.5%31 / 66
62.7% best9 / 66
LiveBench CodingCoding
80.4%18 / 66
80.7% best16 / 66