Towards AITowards AIToneBench

Grok 4.7 (high) vs Qwen3.8 Flash

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. Grok 4.7 (high) leads overall, 87.8 to 83.0.

Grok 4.7 (high)
#26 Elo 2186 · 87.8/100
Qwen3.8 Flash
#65 Elo 1699 · 83.0/100
Cost / script
$0.311 vs $0.013
Human baseline
90.9 Grok 4.7 (high) falls below it · Qwen3.8 Flash falls below it

The verdict

Grok 4.7 (high) wins this one, and the board is not close: #26 at 2186.4 Elo and 87.79 overall, against #65, 1698.8 Elo and 82.97 overall for Qwen3.8 Flash. The 95% Elo intervals do not overlap (2130.8 to 2232.5 against 1650.3 to 1754.4). Where Grok 4.7 (high) pulls ahead: Visual Cue Quality (88.85 vs 79.55) and Continuity & Emotion (88.01 vs 78.74). Qwen3.8 Flash still wins on Length Adherence (92.46 vs 74.12), so it is not a clean sweep. The trade is price: Qwen3.8 Flash costs about $0.013 per article against $0.311 for Grok 4.7 (high), so you pay for the higher rank. Both are closed. Default to Grok 4.7 (high). Reach for Qwen3.8 Flash when length adherence and the lower price matter more to you than the headline rank.

Pick Grok 4.7 (high) for the stronger board result, visual cues, and continuity.
Pick Qwen3.8 Flash for length adherence and the lower price.

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: Grok 4.7 (high). Orange bars: Qwen3.8 Flash. Same 0–100 scale; the bold bar wins that metric.

Tone & Voice Match19% weight
89.8
81.9
Writing Craft & Clarity13% weight
87.9
82.2
Substance, Accuracy & Value15% weight
88.6
83.2
Continuity & Emotion14% weight
88.0
78.7
YouTube Best Practices12% weight
89.4
82.2
Hook Strength10% weight
88.1
83.5
Length Adherence8% weight
74.1
92.5
Slop Score (EQ-Bench + ours)5% weight
93.3
88.6
Visual Cue Quality4% weight
88.8
79.5

Everything else that differs

Grok 4.7 (high)Qwen3.8 Flash
Overall / 10087.883.0
Writing Elo21861699
Run-to-run spread (± overall std)2.6702.420
Cost per script (USD)0.3110.013
Avg latency (s)519.0341.7
Open weightsNoNo

Full scorecards: Grok 4.7 (high) · Qwen3.8 Flash. How scoring works: methodology.

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