GPT-5.3 Codex (xhigh) vs Muse Spark 1.2 (xhigh)

GPT-5.3 Codex (xhigh) vs Muse Spark 1.2 (xhigh). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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-5.3 Codex (xhigh)Muse Spark 1.2 (xhigh)Difference
Intelligence (higher is better)32.539.8+22.5% Muse Spark 1.2 (xhigh) is 22.5% more intelligent
Total AA cost (lower is better)Not reported$1,385.40— not comparable
End-to-end time (lower is better)69.02s24.55s−64.4% Muse Spark 1.2 (xhigh) is 64.4% faster
Price per 1M tokens (in / out)$1.75 / $14.0$1.25 / $4.25
Input modalitiesNot reportedNot reported
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-3-codex/muse-spark-1-2 · Markdown: /api/v1/compare/gpt-5-3-codex/muse-spark-1-2?format=md · llms.txt · agent skill