Kimi K3.1 Pro vs Muse Wonder Full (Max)

Kimi K3.1 Pro vs Muse Wonder Full (Max). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

KimiKimi K3.1 ProOn the frontier
Intelligence
55.10
Total cost
$3117
MetaMuse Wonder Full (Max)Not ranked · benchmark data missing
Intelligence
55.80
Total cost
-
Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricKimi K3.1 ProMuse Wonder Full (Max)Difference
Intelligence (higher is better)55.155.8+1.3% Muse Wonder Full (Max) is 1.3% more intelligent
Total AA cost (lower is better)$3,117.31Not reported— not comparable
End-to-end time (lower is better)46.58sNot reported— not comparable
Price per 1M tokens (in / out)$2.00 / $10.0—
Input modalitiesText, ImageText, Image, Speech, Video
Open this matchup in the interactive pickerKimi K3.1 Pro: what beats itMuse Wonder Full (Max): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kimi-k3-1-pro/muse-wonder-full · Markdown: /api/v1/compare/kimi-k3-1-pro/muse-wonder-full?format=md · llms.txt · agent skill