I’ll Spot ChatGPT Writing Every Time. Or Will I?

This story was written with the assistance of an AI writing program. The claims about Wikipedia's process have been checked against its current guidance.

There's a sentence you've probably seen: "The little workshop was more than a local business. It was a testament to the town's resilience and a symbol of its changing identity."

Maybe that workshop really mattered. But if the article gives no evidence for the claim, the grand language is doing work the facts have not earned.

That kind of inflated significance is one writing pattern Wikipedia's volunteer editors have documented in AI-generated text. Their guide also points to vague connections, promotional language, and familiar sentence structures. Those clues can make a paragraph worth checking. They cannot prove who wrote it.

The habit is easy to notice. The author is harder to know.

A phrase like "serves as a testament to" can sound inflated. So can a sentence that turns an ordinary product update into a turning point for an entire industry.

But humans write this way too. People use stock phrases, repeat themselves, and reach for grand language when a plain sentence would do. The guide itself warns that these patterns are observations, not rules, and that style alone is a poor way to identify an author.

That is the part worth holding onto. A familiar phrase is a clue about the writing. It is not evidence about the writer.

Wikipedia's process is narrower than a purge

The article you shared describes a real English Wikipedia guideline, but the word "purge" makes the process sound broader and more automatic than it is.

Under Wikipedia's current guideline for presumptive removal, editors may remove certain contributions without reviewing every line when specific conditions are met. Those conditions involve the contributor's history, a discussion or disclosure in some cases, and a pattern of edits that has already been judged likely to be AI-generated.

There is also a special proposed-deletion process, LLMPROD, for an article whose creator is its only significant contributor. If the proposal remains for five days, an uninvolved administrator checks whether it meets the guideline before deleting it. Other editors can challenge a removal, but restoring the material means taking responsibility for reviewing the text and its sources.

The important point is that this is not "spot one phrase, delete the page." The process depends on evidence, contributor history, and review.

Source: https://en.wikipedia.org/wiki/Wikipedia:Presumptive_removal_of_AI-generated_content

A clue should lead to a fact-check

When a paragraph sounds suspiciously grand, ask what supports the claim. When it says "experts agree," look for the names and sources. When a citation looks convincing, open it and check that it backs up the sentence.

A sweeping claim about importance? Look for a reliable source. A phrase like "experts agree"? Ask which experts and where they said it. A confident citation? Open it and check that it supports the sentence. Repeated, polished phrasing? Look for factual or sourcing problems underneath.

Wikipedia's guide makes a useful distinction: editing out visible style patterns does not fix deeper problems such as unsupported claims or broken citations. Automated detectors can also make mistakes, so they should not be the only basis for a decision.

Source: https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing

The question that helps more

When prose gives a modest fact a grand meaning, ask what supports that meaning. When a source is cited, check it. When a paragraph feels generic, look for the specific fact it should explain.

That is more useful than trying to guess whether a human or a model wrote the sentence. The better question is simple: Can I verify what this says?