(MENAFN- GetNews) Munich, Germany - Nov. 17, 2025 - Gabriel Morgenstern, an AI specialist who founded AI-Text-Humanizer, published an analysis on his website that pinpoints the vocabulary and patterns that give away AI-generated text. The article shows that large language models like ChatGPT, Gemini, and Claude lean on a quite similar training base with the same words, tropes, and phrases, which leave a clear linguistic trail.

For example, the review finds that the stiff clause“notable works include” shows up more than 120 times as often in AI prose as in prose written by people. Other clear markers are the stock phrase“today's fast-paced world,” which appears 107 times more often, plus the opener“aims to explore,” which is 50 times more common. Heavy use of words like“crucial,”“enhance,”“elevate,” or“ensure” builds a pattern that both attentive people and detection software recognize in seconds. The conjunction "and" is all over the place: human text normally ends up with the word 'and' making up 1-2% of all words - LLMs tend to use it three times as much, because they love adding serial lists or multiple adjectives. These examples show the machine's purely probabilistic, often vague, and pretty impersonal approach to language.

“LLMs match repetitive patterns - they possess no creativity. They parrot the most frequent, formal diction stored in their training data. The result reads like disinfected text that is easy to spot - if you know what to look for,” Morgenstern says.“As more AI slop floods the internet, people will become better at seeing those AI patterns at a glance. If you sell AI-generated content as your own writing, you will lose trust.”

The results matter to students, teachers and copy editors - yet they also sound a loud alarm for marketers, journalists, and creators who work with raw AI drafts. Publishing unedited AI text will become more dangerous for your (or your brand's) reputation and your readers' trust.

About AI-Text-Humanizer

Gabriel Morgenstern created AI-Text-Humanizer, a SaaS platform that rewrites AI drafts. The service rephrases text, strips out the usual AI fingerprints, raises clarity, and returns prose that evades detectors while preserving a natural human tone.

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