Kimi K2 vs Ling 3.1 Flash

Kimi K2 vs Ling 3.1 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

KimiKimi K2Not ranked · benchmark data missing
Intelligence
12.70
Total cost
-
InclusionAILing 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
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 K2Ling 3.1 FlashDifference
Intelligence (higher is better)12.741.1+223.6% Ling 3.1 Flash is 3.2× more intelligent
Total AA cost (lower is better)Not reported$1,014.56— not comparable
End-to-end time (lower is better)12.28s13.66s+11.2% Ling 3.1 Flash is 11.2% slower
Price per 1M tokens (in / out)$0.57 / $2.30$0.30 / $0.90
Input modalitiesTextText
Open this matchup in the interactive pickerKimi K2: what beats itLing 3.1 Flash: 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-k2/ling-3-1-flash · Markdown: /api/v1/compare/kimi-k2/ling-3-1-flash?format=md · llms.txt · agent skill