A fair checklist for teachers and editors
A fair checklist for teachers and editors who suspect AI: what a detector score can prove, what it cannot, and how to talk to the author before deciding.
Research breakdowns, the limits of the methods and practical advice. No promises to "fool the detector".
A fair checklist for teachers and editors who suspect AI: what a detector score can prove, what it cannot, and how to talk to the author before deciding.
What an AI detector score means for a student, how to keep proof of your own work, and what to do if a teacher flags your essay by mistake.
Burstiness and perplexity explained in plain words: what they mean for a reader, how they relate to our signals, and why they are weak evidence alone.
A practical workflow for clients who hire writers: a clear brief, drafts, style consistency, fair use of a checker and sensible AI wording in a contract.
What sentence-length variation, repetition, stock phrases and connective density mean in an AuthorText analysis, with a tiny example and honest limits.
Zero-width spaces, soft hyphens, curly quotes and long dashes: where they come from in copied text, what they break, and how to clean them safely.
What is new in 2026: benchmarks with mixed authorship, surprisal-rhythm features, EU marking rules. What we verified and what we did not.
Seven ways to check a text for AI, what limits each, and why an honest result is an estimate with caveats, not a percentage of AI authorship.
A detector scores style, not the author. Why polished human writing gets high scores and how to read a result sensibly.
An article written by a person scored "AI" while a machine-written text looked "more human". Why that happens and what to do about authorship checks.
Six techniques for livelier writing: concrete detail, uneven rhythm, fewer stock phrases, your own voice. No promises to "beat the detector".
Four signs of AI-written text: an even rhythm, stock phrases, general words with no specifics. And why none of them is proof.
The service score is a hint, not proof of authorship.