Towards AITowards AIToneBench

Grok 4.6 (high) vs Qwen3.8 Max

Should you write with Grok 4.6 (high) or Qwen3.8 Max? On this page the only thing that changes is the model. Both wrote their own version of the scripts behind 10 of my What's AI videos, five drafts per script, and three judges from three model families scored every draft blind, with my finished script as the reference. Grok 4.6 (high) leads overall, 85.9 to 83.2.

Grok 4.6 (high)
#53 Elo 1970 · 85.9/100
Qwen3.8 Max
#68 Elo 1682 · 83.2/100
Cost / script
$0.211 vs $0.161
Human baseline
90.9 Grok 4.6 (high) falls below it · Qwen3.8 Max falls below it

The verdict

It comes down to whether you'd rather rewrite an intro or rework the flow. Grok 4.6 (high) ranks #53 to Qwen3.8 Max's #68, and its lead is widest on continuity and voice match, seven to eight points each. Qwen answers with better length adherence and a better hook, which is Grok's weak metric. Price is roughly comparable, $0.161 per script against $0.211. An intro is one section to rewrite, while flow runs through the whole script, so Grok is my pick.

Pick Grok 4.6 (high) for better flow and voice, if you'll rework the opening.
Pick Qwen3.8 Max when a solid hook and precise length matter more than voice.

How to read these numbers

Overall vs Elo. Overall is the weighted rubric score. Elo compares each model's five-draft average with every other model's, script by script, and counts gaps inside run-to-run noise as draws, so it rewards winning often and can disagree with overall. My own scripts score 90.9 on the same rubric, not a literal 100. Right now 2 of 167 ranked configurations reach it. A model above that line writes at that level on this rubric. That's not the same as beating my script line for line.

Reading the Elo intervals. Each 95% range comes from resampling every model's recorded run scores on each task and re-ranking. Comparing these separate ranges does not test the Elo gap between two models: far apart is strong evidence, and overlap isn't a tie. The tasks stay fixed, so the ranges say nothing about new tasks (the long version).

Metric by metric: where the gap comes from

Blue is Grok 4.6 (high), orange is Qwen3.8 Max, and the solid bar takes the metric. The weight under each name is how much it counts toward the overall. Weighted by how much each metric counts, Tone & Voice Match does the most to put Grok 4.6 (high) ahead: it leads there by 7.3 points. If you care about one thing, say voice or length, go straight to that row.

Tone & Voice Match19% weight
87.5
80.2
Writing Craft & Clarity13% weight
85.9
82.0
Substance, Accuracy & Value15% weight
86.6
84.4
Continuity & Emotion14% weight
86.0
78.4
YouTube Best Practices12% weight
86.8
82.5
Hook Strength10% weight
77.3
83.0
Length Adherence8% weight
85.6
94.0
Slop Score (EQ-Bench + ours)5% weight
91.0
90.7
Visual Cue Quality4% weight
88.2
84.2

Cost, speed, and consistency

Quality is half the decision. The other half is what each script costs you, how long you wait, and how often you get a bad draft. The lead has a price: Grok 4.6 (high) costs about 1.3x as much per script as Qwen3.8 Max.

Grok 4.6 (high)Qwen3.8 Max
Overall / 10085.983.2
Writing Elo19701682
Score spread across drafts (± overall std)2.9801.980
Cost per script (USD)0.2110.161
Avg time per script (min)3.67.2
Open weightsNoNo

Green wins the row, and for spread, cost and time, lower wins. Cost is one script at recorded list prices, uncached and without judging, so your real bill will differ. Spread is how much the overall score moves across a model's drafts, and time is the average time to get one accepted script, retries included.

Want the script-by-script detail? Full scorecards: Grok 4.6 (high) · Qwen3.8 Max. The whole scoring pipeline is on the methodology page.

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