Celeris-1 vs Qwen3 VL 4B (Reasoning)

Celeris-1 vs Qwen3 VL 4B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

CelerisCeleris-1Off the frontier
Intelligence
6.30
Total cost
$60.0
AlibabaQwen3 VL 4B (Reasoning)Not ranked · benchmark data missing
Intelligence
7.00
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.

MetricCeleris-1Qwen3 VL 4B (Reasoning)Difference
Intelligence (higher is better)6.37.0+11.1% Qwen3 VL 4B (Reasonin… is 11.1% more intelligent
Total AA cost (lower is better)$59.99Not reported— not comparable
End-to-end time (lower is better)0.87sNot reported— not comparable
Price per 1M tokens (in / out)$0.20 / $0.70—
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerCeleris-1: what beats itQwen3 VL 4B (Reasoning): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/celeris-1/qwen3-vl-4b-reasoning · Markdown: /api/v1/compare/celeris-1/qwen3-vl-4b-reasoning?format=md · llms.txt · agent skill