GPT-6 Luna (High) vs Step 5 Preview
Which is better for the money: GPT-6 Luna (High) by OpenAI or Step 5 Preview by StepFun? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
Step 5 Preview scores 10.8 points higher (43.7 vs 32.9) but costs 25× as much to run the benchmark ($1190 vs $47.9; premium vs budget cost classes). They are not alternatives at one budget: pick Step 5 Preview when you need intelligence above 32.9, and GPT-6 Luna (High) when 32.9 is enough.
| Metric | GPT-6 Luna (High) | Step 5 Preview | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 32.9 | 43.7 | +32.8% Step 5 Preview is 32.8% more intelligent |
| Total AA cost (lower is better) | $47.85 | $1,190.26 | +2387.5% Step 5 Preview is 25× more expensive |
| End-to-end time (lower is better) | 13.76s | 12.08s | −12.2% Step 5 Preview is 12.2% faster |
| Price per 1M tokens (in / out) | $0.10 / $0.50 | $1.00 / $2.70 | |
| Input modalities | Text, Image | Text, Image |
Step 5 Preview vs GPT-6 Luna (High): 32.8% more intelligence, 2387.5% more cost to run the AA benchmark, and 12.2% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Luna (High) is on today's frontier: nothing is both smarter and cheaper.
- Step 5 Preview is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
GPT-6 Luna (High)Step 5 PreviewToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-luna-high/step-5 · Markdown: /api/v1/compare/gpt-6-luna-high/step-5?format=md · llms.txt · agent skill