Claude Sonnet 5.5 (Max, Default Fallback) vs GLM-5.1 (Reasoning)
Which is better for the money: Claude Sonnet 5.5 (Max, Default Fallback) by Anthropic or GLM-5.1 (Reasoning) by Z AI? 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 5.5 (Max, Default Fallbac… scores 29.9 points higher (56.0 vs 26.1) but costs 4.9× as much to run the benchmark ($7260 vs $1487; flagship vs premium cost classes). They are not alternatives at one budget: pick Claude Sonnet 5.5 (Max, Default Fallbac… when you need intelligence above 26.1, and GLM-5.1 (Reasoning) when 26.1 is enough.
| Metric | Claude Sonnet 5.5 (Max, Default Fallback) | GLM-5.1 (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 56.0 | 26.1 | −53.4% GLM-5.1 (Reasoning) is 53.4% less intelligent |
| Total AA cost (lower is better) | $7,259.50 | $1,486.78 | −79.5% GLM-5.1 (Reasoning) is 79.5% cheaper |
| End-to-end time (lower is better) | 367.63s | 60.66s | −83.5% GLM-5.1 (Reasoning) is 83.5% faster |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $1.28 / $4.07 | |
| Input modalities | Text, Image | Text |
GLM-5.1 (Reasoning) vs Claude Sonnet 5.5 (Max, Default Fallback): 53.4% less intelligence, 79.5% less cost to run the AA benchmark, and 83.5% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Claude Sonnet 5.5 (Max, Default Fallback) is off the frontier: at the same or lower cost, Claude Opus 5.5 (Xhigh, Default Fallback) scores 56.00 for $4057.
- GLM-5.1 (Reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
Claude Sonnet 5.5 (Max, Default Fallback)GLM-5.1 (Reasoning)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-sonnet-5-5/glm-5-1 · Markdown: /api/v1/compare/claude-sonnet-5-5/glm-5-1?format=md · llms.txt · agent skill