Towards AITowards AIToneBench

GPT-6 Sol (max) vs Qwen3.8 Max

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. GPT-6 Sol (max) leads overall, 88.0 to 83.2.

GPT-6 Sol (max)
#31 Elo 2166 · 88.0/100
Qwen3.8 Max
#68 Elo 1682 · 83.2/100
Cost / script
$0.112 vs $0.161
Human baseline
90.9 GPT-6 Sol (max) falls below it · Qwen3.8 Max falls below it

The verdict

GPT-6 Sol (max) wins this one, and the board is not close: #31 at 2165.6 Elo and 87.95 overall, against #68, 1681.5 Elo and 83.15 overall for Qwen3.8 Max. The 95% Elo intervals do not overlap (2127.0 to 2200.7 against 1633.0 to 1735.2). Where GPT-6 Sol (max) pulls ahead: Continuity & Emotion (86.39 vs 78.41) and Tone & Voice Match (85.84 vs 80.24). Qwen3.8 Max still wins on Length Adherence (93.96 vs 91.22), so it is not a clean sweep. The trade is price: GPT-6 Sol (max) costs about $0.112 per article against $0.161 for Qwen3.8 Max, so you pay less for the higher rank. Both are closed. Default to GPT-6 Sol (max). Reach for Qwen3.8 Max when length adherence matters more to you than the headline rank.

Pick GPT-6 Sol (max) for the stronger board result, continuity, and tone.
Pick Qwen3.8 Max for length adherence.

Reading the Elo intervals. Each range estimates uncertainty around one model's Elo. We repeatedly sample from every model's recorded run scores on each task and recalculate the full ranking. Comparing these separate ranges does not test the Elo gap between two models. The tasks stay fixed, so the ranges do not measure how the ranking would change on new tasks.

Metric by metric

Blue bars: GPT-6 Sol (max). Orange bars: Qwen3.8 Max. Same 0–100 scale; the bold bar wins that metric.

Tone & Voice Match19% weight
85.8
80.2
Writing Craft & Clarity13% weight
87.8
82.0
Substance, Accuracy & Value15% weight
88.9
84.4
Continuity & Emotion14% weight
86.4
78.4
YouTube Best Practices12% weight
87.9
82.5
Hook Strength10% weight
86.9
83.0
Length Adherence8% weight
91.2
94.0
Slop Score (EQ-Bench + ours)5% weight
94.1
90.7
Visual Cue Quality4% weight
89.2
84.2

Everything else that differs

GPT-6 Sol (max)Qwen3.8 Max
Overall / 10088.083.2
Writing Elo21661682
Run-to-run spread (± overall std)1.3301.980
Cost per script (USD)0.1120.161
Avg latency (s)171.0431.6
Open weightsNoNo

Full scorecards: GPT-6 Sol (max) · Qwen3.8 Max. How scoring works: methodology.

← All comparisons