Inkling (Xhigh) vs Qwen3.5 4B (Non-reasoning)

Inkling (Xhigh) vs Qwen3.5 4B (Non-reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Thinking MachinesInkling (Xhigh)Not ranked · benchmark data missing
Intelligence
25.00
Total cost
-
AlibabaQwen3.5 4B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
10.80
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.

MetricInkling (Xhigh)Qwen3.5 4B (Non-reasoning)Difference
Intelligence (higher is better)25.010.8−56.8% Qwen3.5 4B (Non-reaso… is 56.8% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)16.05s37.28s+132.3% Qwen3.5 4B (Non-reaso… is 132.3% slower
Price per 1M tokens (in / out)$1.00 / $4.05$0.03 / $0.15
Input modalitiesText, Image, SpeechText, Image, Video
Open this matchup in the interactive pickerInkling (Xhigh): what beats itQwen3.5 4B (Non-reasoning): what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/inkling/qwen3-5-4b-non-reasoning · Markdown: /api/v1/compare/inkling/qwen3-5-4b-non-reasoning?format=md · llms.txt · agent skill