How AI detectors actually decide a text is "AI-written"

most people think ai detectors just check for “ai-sounding” words, but its mostly statistical. they score how predictable each word choice is (perplexity) and how uniform the sentence lengths/structure are (burstiness). human writing is messier and less predictable, ai text tends to be smoother and more uniform.

that’s also why these tools get false positives on non-native speakers and very formal writing, both read as “smoother” than typical human text. and why light paraphrasing can fool a detector without actually making the writing better.

curious what people here think, anyone actually tested how reliable these are on their own writing?