Towards AITowards AIToneBench

GPT-5.6 Sol (ultra) vs Muse Spark 1.3 (thinking)

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, 88.0 to 82.6.

GPT-5.6 Sol (ultra)
#16 Elo 2156 · 88.0/100
Muse Spark 1.3 (thinking)
#49 Elo 1699 · 82.6/100
Cost / script
$0.143 vs $0.041
Human baseline
90.2 GPT-5.6 Sol (ultra) falls below it · Muse Spark 1.3 (thinking) falls below it

The verdict

GPT-5.6 Sol (ultra) has the stronger current result: #16 at 2155.9 Elo and 87.97 overall, compared with Muse Spark 1.3 (thinking) at #49, 1699.2 Elo, and 82.63 overall. Their 95% Elo confidence intervals do not overlap, which supports the directional ordering (2115.80–2190.10 and 1653.10–1736.10). GPT-5.6 Sol (ultra) has its clearest metric edges in Length Adherence (91.90 versus 63.88) and Visual Cue Quality (88.55 versus 75.93). Muse Spark 1.3 (thinking) does not lead an individual published metric in this pairing. At the measured run mix, GPT-5.6 Sol (ultra) costs $0.143 per article versus $0.041 for Muse Spark 1.3 (thinking); Muse Spark 1.3 (thinking) is the cheaper route. Both are closed-weight routes. On the current automated evidence, GPT-5.6 Sol (ultra) is the stronger default; Muse Spark 1.3 (thinking) remains a defensible choice when its specific strengths, price, or deployment profile matter more than the headline rank.

Pick GPT-5.6 Sol (ultra) when you prioritize the stronger current board result, length adherence, and visual cue quality.
Pick Muse Spark 1.3 (thinking) when you prioritize lower measured cost.

Metric by metric

Blue bars: GPT-5.6 Sol (ultra). Orange bars: Muse Spark 1.3 (thinking). Same 0–100 scale; the bold bar wins that metric.

Tone & Voice Match19% weight
86.8
85.0
Writing Craft & Clarity13% weight
87.7
84.1
Substance, Accuracy & Value15% weight
89.0
84.9
Continuity & Emotion14% weight
85.8
82.4
YouTube Best Practices12% weight
86.5
83.7
Hook Strength10% weight
87.7
86.3
Length Adherence8% weight
91.9
63.9
Slop Score (EQ-Bench + ours)5% weight
93.3
89.1
Visual Cue Quality4% weight
88.5
75.9

Everything else that differs

GPT-5.6 Sol (ultra)Muse Spark 1.3 (thinking)
Overall / 10088.082.6
Writing Elo21561699
Run-to-run spread (± overall std)1.4502.770
Cost per script (USD)0.1430.041
Avg latency (s)195.578.0
Open weightsNoNo

Full scorecards: GPT-5.6 Sol (ultra) · Muse Spark 1.3 (thinking). How scoring works: methodology.

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