AI detectors aren't courts — they're estimators with error bars. Studies have shown they false-positive genuine student and professional writing 10–30% of the time, especially writing that is careful, structured, or non-native. If you got flagged and you wrote it yourself, the tool is wrong, not you.
Detectors reward "messy." A clean, well-structured memo with consistent grammar looks high-perplexity-negative to a model — it's too smooth. Legal writing, academic writing, and ESL writing all trip this. The irony: the better your prose, the more a detector may distrust it.
If a school or client flags you, ask which detector and for the raw score, not just a verdict. Most policies can't stand up to "this is a 22% estimate with a known 20% false-positive rate." Keep your drafts and revision history — they're your proof.
Don't write for the detector. Write for the reader, then spend five minutes adding rhythm and a human trace. That satisfies both, and you keep your voice.
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