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AI content detectors are becoming invisible editors of the web, helping verify authenticity and support creators while raising questions about nuance and fairness.
'A hands-on review of Twixify, an AI detector that focuses on tone and narrative rhythm to separate human writing from machine output; accurate and nuanced, with caveats for creative texts.'
I tested Originality.AI for a month across human, AI, hybrid and plagiarized content; it proved accurate, fast, and useful for teams, though it can unsettle writers and is imperfect with heavily edited AI text.