Head-to-head on the Towards AI writing benchmark: same 10 real YouTube scripts, five runs each, scored blind by a three-family judge panel. GLM-5.3 leads overall, 86.8 to 86.8. Their confidence intervals overlap, so treat the order as close rather than settled.
DeepSeek V4.1 Flash (max) has the stronger current result: #22 at 2085.1 Elo and 86.75 overall, compared with GLM-5.3 at #27, 2030.5 Elo, and 86.83 overall. Their 95% Elo confidence intervals overlap, so the exact ordering should be treated as uncertain (2037.20–2122.70 and 1982.10–2074.80). DeepSeek V4.1 Flash (max) has its clearest metric edges in Length Adherence (89.95 versus 87.50) and Visual Cue Quality (82.35 versus 81.43). GLM-5.3 counters on Substance, Accuracy & Value (85.93 versus 85.23) and Hook Strength (89.54 versus 88.88). At the measured run mix, DeepSeek V4.1 Flash (max) costs $0.012 per article versus $0.109 for GLM-5.3; DeepSeek V4.1 Flash (max) is the cheaper route. Both models publish open weights. On the current automated evidence, DeepSeek V4.1 Flash (max) is the stronger default; GLM-5.3 remains a defensible choice when its specific strengths, price, or deployment profile matter more than the headline rank.
Pick DeepSeek V4.1 Flash (max) when you prioritize the stronger current board result, length adherence, visual cue quality, open weights, and lower measured cost.
Pick GLM-5.3 when you prioritize substance, accuracy & value, hook strength, and open weights.
Blue bars: DeepSeek V4.1 Flash (max). Orange bars: GLM-5.3. Same 0–100 scale; the bold bar wins that metric.
| DeepSeek V4.1 Flash (max) | GLM-5.3 | |
|---|---|---|
| Overall / 100 | 86.8 | 86.8 |
| Writing Elo | 2085 | 2030 |
| Run-to-run spread (± overall std) | 6.940 | 6.600 |
| Cost per script (USD) | 0.012 | 0.109 |
| Avg latency (s) | 74.6 | 301.9 |
| Open weights | Yes | Yes |
Full scorecards: DeepSeek V4.1 Flash (max) · GLM-5.3. How scoring works: methodology.
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