GLM-5.3 (max) vs Trinity Large Thinking
Which is better for the money: GLM-5.3 (max) by Z AI or Trinity Large Thinking by Arcee AI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-08-19.
Trade-off
Verdict
Depends on your budget
GLM-5.3 (max) scores 40.8 points higher (59.5 vs 18.7) but costs 4.9× as much to run the benchmark ($1239 vs $255; premium vs mid-range cost classes). They are not alternatives at one budget: pick GLM-5.3 (max) when you need intelligence above 18.7, and Trinity Large Thinking when 18.7 is enough.
| Metric | GLM-5.3 (max) | Trinity Large Thinking | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 59.5 | 18.7 | −68.6% Trinity Large Thinking is 68.6% less intelligent |
| Total AA cost (lower is better) | $1,238.50 | $254.72 | −79.4% Trinity Large Thinking is 79.4% cheaper |
| End-to-end time (lower is better) | 31.39s | 14.08s | −55.1% Trinity Large Thinking is 55.1% faster |
| Price per 1M tokens (in / out) | $1.40 / $4.40 | $0.23 / $0.88 | |
| Input modalities | Not reported | Not reported |
Trinity Large Thinking vs GLM-5.3 (max): 68.6% less intelligence, 79.4% less cost to run the AA benchmark, and 55.1% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GLM-5.3 (max) is off the frontier: at the same or lower cost, Grok 4.6 (high) scores 60.90 for $1068.
- Trinity Large Thinking is off the frontier: at the same or lower cost, GPT-5.6 Luna (max) scores 52.30 for $172.
GLM-5.3 (max)Trinity Large ThinkingToday'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/glm-5-3/trinity-large-thinking · Markdown: /api/v1/compare/glm-5-3/trinity-large-thinking?format=md · llms.txt · agent skill