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[ARTICLE · art-101548] src=blog.keyvan.net ↗ pub= topic=ai-ethics verified=true sentiment=↓ negative

AI detectors are a bad idea

AI detectors, including watermarking methods from AI labs and third-party tools like Pangram, are a bad idea because they cannot measure the human effort behind a text, leading to the dismissal of legitimate work as AI slop, according to a new essay. The author argues that watermarking is worse, as it degrades natural language output, and notes that companies like Pangram lack incentive to highlight this issue.

read1 min views1 publishedAug 18, 2026
AI detectors are a bad idea
Image: Blog (auto-discovered)

A lot has been said recently about watermarking plain text, which allow AI labs to act as AI detectors. And there are already non-watermark ways of detecting AI output (e.g. Pangram). I think all of these are a bad idea.

The big issue is that none of these systems know how much effort went into a work before it passed through an AI model. Yet they are seized on to dismiss people’s work as AI slop.

Lazy work and writing existed long before AI. But now the work of someone who spends days, weeks, or months thinking about a problem and forming an argument around it, can be waved away and dismissed as AI slop because the final polished version was written up by AI. Or consider someone whose first language isn’t English, who uses AI to have their written work translated. Dismissed as slop too, thanks to these detectors.

Whether a piece of text came out of an AI model tells us nothing about the work behind it. And companies like Pangram aren't incentivised to make this case loudly, because it would mean less demand for their detector.

AI watermarking, however, is even worse. The labs don’t admit to it in plain language, but its essential mechanism is downgrading the words a model would naturally write and replacing them with less likely, i.e. worse, alternatives. John Gruber calls this an adulteration and perversion of writing in his recent piece.

If you’re curious how these work, I put together a simplified interactive explainer you can try. A short video of it below.

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