Ling 3.1 Flash vs Phi-4

Ling 3.1 Flash vs Phi-4. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
MicrosoftPhi-4Not ranked · benchmark data missing
Intelligence
5.90
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.

MetricLing 3.1 FlashPhi-4Difference
Intelligence (higher is better)41.15.9−85.6% Phi-4 is 85.6% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.66s15.51s+13.5% Phi-4 is 13.5% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.13 / $0.50
Input modalitiesTextText
Open this matchup in the interactive pickerLing 3.1 Flash: what beats itPhi-4: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash/phi-4 · Markdown: /api/v1/compare/ling-3-1-flash/phi-4?format=md · llms.txt · agent skill