The Slop Score
How much of the writing is made of familiar AI patterns?
A public 0–100 benchmark of words and constructions that language models overuse. Lower is better.
Public leaderboard snapshot
Slop Score
November 7, 2025 · lower is better
Writing sourceScoreSample
- Human baseline10.410.483 samples
- Kimi K2 090518.318.3300 samples
- Claude Sonnet 4.519.519.5150 samples
- GPT-5 mini26.326.3300 samples
- ChatGPT 4o47.747.7300 samples
- Gemini 2.5 Flash77.677.6300 samples
Measurement
Three signals make the score
- 60%Overused words
- Listed-word matches per 1,000 words
- 25%Contrast scaffolds
- Repeated “not X, but Y” constructions per 1,000 characters
- 15%Overused three-word phrases
- Listed phrase matches per 1,000 words
Scores are normalized against the benchmark cohort and can shift as that cohort changes. The benchmark uses 300 standardized prompts: 150 creative-writing tasks and 150 essays. Sample counts vary in this public snapshot.
Read the public methodology (opens in a new tab)