Claude Sonnet 4.6 (Max) vs Solar Pro 4
Which is better for the money: Claude Sonnet 4.6 (Max) by Anthropic or Solar Pro 4 by Upstage? 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
Claude Sonnet 4.6 (Max) scores 3.5 points higher (30.1 vs 26.6) but costs 6.7× as much to run the benchmark ($4925 vs $737; flagship vs premium cost classes). They are not alternatives at one budget: pick Claude Sonnet 4.6 (Max) when you need intelligence above 26.6, and Solar Pro 4 when 26.6 is enough.
| Metric | Claude Sonnet 4.6 (Max) | Solar Pro 4 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 30.1 | 26.6 | −11.6% Solar Pro 4 is 11.6% less intelligent |
| Total AA cost (lower is better) | $4,924.80 | $736.82 | −85.0% Solar Pro 4 is 85.0% cheaper |
| End-to-end time (lower is better) | 101.20s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $3.00 / $15.0 | $0.30 / $1.20 | |
| Input modalities | Text, Image | Text |
Solar Pro 4 vs Claude Sonnet 4.6 (Max): 11.6% less intelligence, 85.0% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Claude Sonnet 4.6 (Max) is off the frontier: at the same or lower cost, Claude Opus 5.5 (Xhigh, Default Fallback) scores 56.00 for $4057.
- Solar Pro 4 is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
Claude Sonnet 4.6 (Max)Solar Pro 4Today's Pareto frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-sonnet-4-6-adaptive/solar-pro4 · Markdown: /api/v1/compare/claude-sonnet-4-6-adaptive/solar-pro4?format=md · llms.txt · agent skill