AI detectors are creating a new era of distrust
TL;DR
AI detectors were meant to bring clarity, but they mostly spread distrust. Long before ChatGPT, teachers and editors leaned on plagiarism tools like Turnitin, which matched submitted text against large databases and flagged the overlaps. Their AI-era successors only estimate the probability that a machine helped write something. They get it wrong often enough to matter, and the people paying the price are writers who did the work themselves and now have to prove it.
Nauti's Take
The opportunity sits with provenance: writers who can show drafts, revision history and process have a stronger case than any detector score. The risk is real, because these tools output probabilities rather than proof, and false positives hit the honest hardest.
Schools and newsrooms should treat a score as one signal among several, and anyone who writes for a living should start keeping their working files.
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