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 2026-10-24.
Trade-off
Verdict
Depends on your budget
GLM-5.3 (Max) scores 34.0 points higher (44.8 vs 10.8) but costs 11× as much to run the benchmark ($2503 vs $233; flagship vs mid-range cost classes). They are not alternatives at one budget: pick GLM-5.3 (Max) when you need intelligence above 10.8, and Trinity Large Thinking when 10.8 is enough.
| Metric | GLM-5.3 (Max) | Trinity Large Thinking | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 44.8 | 10.8 | −75.9% Trinity Large Thinking is 75.9% less intelligent |
| Total AA cost (lower is better) | $2,503.48 | $232.95 | −90.7% Trinity Large Thinking is 90.7% cheaper |
| End-to-end time (lower is better) | 31.61s | 8.30s | −73.7% Trinity Large Thinking is 73.7% faster |
| Price per 1M tokens (in / out) | $1.40 / $4.40 | $0.25 / $0.80 | |
| Input modalities | Text | Text |
Trinity Large Thinking vs GLM-5.3 (Max): 75.9% less intelligence, 90.7% less cost to run the AA benchmark, and 73.7% 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, Claude Opus 5.5 (High, Default Fallback) scores 53.60 for $2172.
- Trinity Large Thinking is off the frontier: at the same or lower cost, MiMo-V2.6-Pro scores 46.30 for $207.
GLM-5.3 (Max)Trinity Large ThinkingToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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