GLM-4.7 (Reasoning) vs Trinity Large Thinking
Which is better for the money: GLM-4.7 (Reasoning) 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 2026-08-17.
Trade-off
Verdict
Depends on your budget
GLM-4.7 (Reasoning) scores 15.8 points higher (34.5 vs 18.7) but costs 2.4× as much to run the benchmark ($607 vs $255; premium vs mid-range cost classes). Pick GLM-4.7 (Reasoning) when the extra intelligence is worth the premium, otherwise Trinity Large Thinking.
| Metric | GLM-4.7 (Reasoning) | Trinity Large Thinking | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 34.5 | 18.7 | −45.8% Trinity Large Thinking is 45.8% less intelligent |
| Total AA cost (lower is better) | $607.19 | $254.72 | −58.0% Trinity Large Thinking is 58.0% cheaper |
| End-to-end time (lower is better) | 23.13s | 13.49s | −41.7% Trinity Large Thinking is 41.7% faster |
| Price per 1M tokens (in / out) | $0.60 / $2.20 | $0.23 / $0.88 | |
| Input modalities | Not reported | Not reported |
Trinity Large Thinking vs GLM-4.7 (Reasoning): 45.8% less intelligence, 58.0% less cost to run the AA benchmark, and 41.7% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GLM-4.7 (Reasoning) is off the frontier: at the same or lower cost, Gemini 3.7 Flash (high) scores 56.00 for $485.
- Trinity Large Thinking is off the frontier: at the same or lower cost, GPT-5.6 Luna (max) scores 52.30 for $172.
GLM-4.7 (Reasoning)Trinity Large ThinkingToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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