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How AI-text detection works, what the published studies measured, and where a reading breaks down: short text, edited text, and writers whose first language is not English.

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Writers

Bill Nguyen

AI detection in education: what a detector reads, what a flag is evidence of, and what a school does with one.

Detectors · Pangram · Humanizers · Classroom · Policy · Writing

The detection beat: how AI-text detectors work and where they fail, what the published studies measured, what Pangram, Turnitin and the rest say about themselves, and what a teacher, a student or a school does when a flag lands. The question underneath every piece is what a reading is evidence of and what it is not. It offers no way to prove who wrote a document, and no number that stands for a person.

Start with a paper you know.

Paste something you know a person wrote, such as your own writing, and see what our detector marks in it. It is free to start, with 2,000 words a day, or 1,000 papers a month with a verified school email.