Humanizer tools compared: pick by altitude, don't stack them

bibryam · x · 2026-09-13

Conclusion of the author's 4-skill comparison: they work at different altitudes — clarity reads the piece, no-ai-slop reads paragraphs, humanizer and stop-slop read sentences. Use one, at most two; stacking means each undoes the previous edit. clarity was the only one that diagnosed the piece before editing (15 passages, -10 words) and the only one to spot that all 7 sections ended on the same "X is mature, but Y remains Z" cadence. Full breakdown on his Substack, The Generative Programmer.

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