Towards AITowards AIToneBench

GPT-5.6 Sol (ultra) vs Grok 4.6 (high)

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-5.6 Sol (ultra) leads overall, 88.3 to 88.1. Their confidence intervals overlap, so treat the order as close rather than settled.

GPT-5.6 Sol (ultra)
#16 Elo 2158 · 88.3/100
Grok 4.6 (high)
#18 Elo 2144 · 88.1/100
Cost / script
$0.144 vs $0.115
Human baseline
90.3 GPT-5.6 Sol (ultra) falls below it · Grok 4.6 (high) falls below it

The verdict

GPT-5.6 Sol takes this one, but the board calls it a coin flip. It ranks sixteenth at 2157.5 Elo against Grok's seventeenth at 2144.5, a gap of 13 points, and the confidence intervals overlap, so treat the ordering as provisional. The overall scores agree: 88.35 versus 88.14, a difference of 0.21. The metric splits are what separate them. Sol is far more disciplined on length, 94.84 to Grok's 88.26, and its visual cues are cleaner, 90.59 against 86.43. It also leads on substance accuracy, 90.21 to 87.95. Grok answers with openings and voice: hook strength 90.03 to Sol's 86.59, tone 88.75 to 86.92. So Sol writes the tidier, more accurate script and Grok the more engaging opening. Cost barely moves the needle: about twelve cents per script for Grok, measured exactly, versus an estimated fourteen cents for Sol. Neither is open weights, so this comes down to which failure mode you can live with.

Pick GPT-5.6 Sol (ultra) if you need scripts that hit their length targets, keep visual cues clean, and get facts right, and you can live with a flatter opening.
Pick Grok 4.6 (high) if hooks and voice matter more to you than length discipline, and a slightly cheaper, exactly measured cost is a welcome bonus.

Metric by metric

Blue bars: GPT-5.6 Sol (ultra). Orange bars: Grok 4.6 (high). Same 0–100 scale; the bold bar wins that metric.

Tone & Voice Match19% weight
86.9
88.8
Writing Craft & Clarity13% weight
88.0
88.0
Substance, Accuracy & Value15% weight
90.2
88.0
Continuity & Emotion14% weight
85.6
86.3
YouTube Best Practices12% weight
86.0
87.1
Hook Strength10% weight
86.6
90.0
Length Adherence8% weight
94.8
88.3
Slop Score (EQ-Bench + ours)5% weight
93.7
91.8
Visual Cue Quality4% weight
90.6
86.4

Everything else that differs

GPT-5.6 Sol (ultra)Grok 4.6 (high)
Overall / 10088.388.1
Writing Elo21582144
Run-to-run spread (± overall std)1.8501.430
Cost per script (USD)0.1440.115
Avg latency (s)417.9199.2
Open weightsNoNo

Full scorecards: GPT-5.6 Sol (ultra) · Grok 4.6 (high). How scoring works: methodology.

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