Kimi K3.1 Pro vs Ling 3.0 Flash

Kimi K3.1 Pro vs Ling 3.0 Flash. 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
InclusionAILing 3.0 FlashNot ranked · benchmark data missing
Intelligence
20.10
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 ProLing 3.0 FlashDifference
Intelligence (higher is better)55.120.1−63.5% Ling 3.0 Flash is 63.5% less intelligent
Total AA cost (lower is better)$3,117.31Not reported— not comparable
End-to-end time (lower is better)46.58s11.78s−74.7% Ling 3.0 Flash is 74.7% faster
Price per 1M tokens (in / out)$2.00 / $10.0$0.07 / $0.22
Input modalitiesText, ImageText
Open this matchup in the interactive pickerKimi K3.1 Pro: what beats itLing 3.0 Flash: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kimi-k3-1-pro/ling-3-0-flash · Markdown: /api/v1/compare/kimi-k3-1-pro/ling-3-0-flash?format=md · llms.txt · agent skill