Towards AITowards AIToneBench

Kimi K3 vs Grok 4.7 (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. Kimi K3 leads overall, 88.5 to 87.8. Their per-model Elo intervals overlap on this board.

Kimi K3
#21 Elo 2217 · 88.5/100
Grok 4.7 (high)
#26 Elo 2186 · 87.8/100
Cost / script
$0.260 vs $0.311
Human baseline
90.9 Kimi K3 falls below it · Grok 4.7 (high) falls below it

The verdict

This one is closer than the ranks suggest. Kimi K3 sits at #21 with 2217.0 Elo and 88.48 overall; Grok 4.7 (high) is at #26 with 2186.4 Elo and 87.79 overall. Their 95% Elo intervals overlap (2179.1 to 2248.4 against 2130.8 to 2232.5), so do not read much into the exact order. Where Kimi K3 pulls ahead: Length Adherence (90.07 vs 74.12) and Hook Strength (89.24 vs 88.08). Grok 4.7 (high) still wins on Visual Cue Quality (88.85 vs 85.14) and Slop Score (EQ-Bench + ours) (93.30 vs 91.23), so it is not a clean sweep. The trade is price: Kimi K3 costs about $0.260 per article against $0.311 for Grok 4.7 (high), so you pay less for the higher rank. Kimi K3 publishes open weights; Grok 4.7 (high) does not. Default to Kimi K3. Reach for Grok 4.7 (high) when visual cues and slop score matter more to you than the headline rank.

Pick Kimi K3 for the stronger board result, length adherence, and the hook.
Pick Grok 4.7 (high) for visual cues and slop score.

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: Kimi K3. Orange bars: Grok 4.7 (high). Same 0–100 scale; the bold bar wins that metric.

Tone & Voice Match19% weight
88.4
89.8
Writing Craft & Clarity13% weight
89.0
87.9
Substance, Accuracy & Value15% weight
87.6
88.6
Continuity & Emotion14% weight
87.6
88.0
YouTube Best Practices12% weight
88.4
89.4
Hook Strength10% weight
89.2
88.1
Length Adherence8% weight
90.1
74.1
Slop Score (EQ-Bench + ours)5% weight
91.2
93.3
Visual Cue Quality4% weight
85.1
88.8

Everything else that differs

Kimi K3Grok 4.7 (high)
Overall / 10088.587.8
Writing Elo22172186
Run-to-run spread (± overall std)1.2602.670
Cost per script (USD)0.2600.311
Avg latency (s)234.3519.0
Open weightsYesNo

Full scorecards: Kimi K3 · Grok 4.7 (high). How scoring works: methodology.

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