Kimi K3.1 Pro vs Ling-flash-2.0

Kimi K3.1 Pro vs Ling-flash-2.0. 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-flash-2.0Not ranked · benchmark data missing
Intelligence
7.80
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 ProLing-flash-2.0Difference
Intelligence (higher is better)55.17.8−85.8% Ling-flash-2.0 is 85.8% less intelligent
Total AA cost (lower is better)$3,117.31Not reported— not comparable
End-to-end time (lower is better)42.64s112.62s+164.1% Ling-flash-2.0 is 164.1% slower
Price per 1M tokens (in / out)$2.00 / $10.0$0.14 / $0.57
Input modalitiesText, ImageText
Open this matchup in the interactive pickerKimi K3.1 Pro: what beats itLing-flash-2.0: 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-flash-2-0 · Markdown: /api/v1/compare/kimi-k3-1-pro/ling-flash-2-0?format=md · llms.txt · agent skill