Wordsmith Model Bench v1 - Line: leaderboard

Wordsmith October 15, 2026 v1 pilot on unpublished manuscripts. Cross-maker AI judges never grade their own maker. Exact source effort settings are retained. Scores reward correct useful editorial work; manuscripts, prompts and checklist are withheld. Metric: Editorial score (0–100).

Metric: Editorial score (0–100). Source: wordsmith.page. Saturation forecast: Around August 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6.1 Sol (High)77.81#7 (GPT-6.1 Sol)
2GPT-6.1 Sol (Medium)77.61#7 (GPT-6.1 Sol)
3GPT-6 Astra (High)75.07#6 (GPT-6 Astra)
4Gemini 4 Argon (High)74.32#8 (Gemini 4 Argon)
5Claude Fable 5.1 (High)69.46#9 (Claude Fable 5.1)
6Claude Sonnet 5.5 (High)65.75#12 (Claude Sonnet 5.5)
7Claude Opus 5.5 (High)65.4#5 (Claude Opus 5.5)
8Gemini 3.8 Flash (High)60.01#23 (Gemini 3.8 Flash)
9GPT-5.6 Terra (High)57.3#38 (GPT-5.6 Terra)
10Claude Opus 5.5 (Low)53.7#5 (Claude Opus 5.5)
11Claude Haiku 5.5 (High)52.96#40 (Claude Haiku 5.5)
12Gemini 3.1 Pro (Preview) (High)47.99#61 (Gemini 3.1 Pro (Preview))

No result here: #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=wordsmith-model-bench-v1-line · How It Works · Data refreshed daily, snapshot 2026-10-26.