GPT-5.6 Luna (Max) vs Ling 3.0 Flash

GPT-5.6 Luna (Max) 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.

OpenAIGPT-5.6 Luna (Max)Off the frontier
Intelligence
37.30
Total cost
$320
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.

MetricGPT-5.6 Luna (Max)Ling 3.0 FlashDifference
Intelligence (higher is better)37.320.1−46.1% Ling 3.0 Flash is 46.1% less intelligent
Total AA cost (lower is better)$319.93Not reported— not comparable
End-to-end time (lower is better)103.72s12.48s−88.0% Ling 3.0 Flash is 88.0% faster
Price per 1M tokens (in / out)$0.20 / $1.20$0.07 / $0.22
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.6 Luna (Max): what beats itLing 3.0 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/gpt-5-6-luna/ling-3-0-flash · Markdown: /api/v1/compare/gpt-5-6-luna/ling-3-0-flash?format=md · llms.txt · agent skill