Kimi K3.1 Pro vs Qwen3 235B A22B 2507 Instruct

Kimi K3.1 Pro vs Qwen3 235B A22B 2507 Instruct. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

KimiKimi K3.1 ProOn the frontier
Intelligence
55.10
Total cost
$3117
AlibabaQwen3 235B A22B 2507 InstructNot ranked · benchmark data missing
Intelligence
12.00
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.

MetricKimi K3.1 ProQwen3 235B A22B 2507 InstructDifference
Intelligence (higher is better)55.112.0−78.2% Qwen3 235B A22B 2507 … is 78.2% less intelligent
Total AA cost (lower is better)$3,117.31Not reported— not comparable
End-to-end time (lower is better)52.29s11.37s−78.3% Qwen3 235B A22B 2507 … is 78.3% faster
Price per 1M tokens (in / out)$2.00 / $10.0$0.21 / $0.84
Input modalitiesText, ImageText
Open this matchup in the interactive pickerKimi K3.1 Pro: what beats itQwen3 235B A22B 2507 Instruct: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kimi-k3-1-pro/qwen3-235b-a22b-instruct-2507 · Markdown: /api/v1/compare/kimi-k3-1-pro/qwen3-235b-a22b-instruct-2507?format=md · llms.txt · agent skill