GPT-4.1 nano vs Ling 3.0 Flash

GPT-4.1 nano 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-4.1 nanoNot ranked · benchmark data missing
Intelligence
7.80
Total cost
-
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-4.1 nanoLing 3.0 FlashDifference
Intelligence (higher is better)7.820.1+157.7% Ling 3.0 Flash is 2.6× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)2.87s11.78s+310.5% Ling 3.0 Flash is 310.5% slower
Price per 1M tokens (in / out)$0.10 / $0.40$0.07 / $0.22
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-4.1 nano: 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-4-1-nano/ling-3-0-flash · Markdown: /api/v1/compare/gpt-4-1-nano/ling-3-0-flash?format=md · llms.txt · agent skill