Sometimes a completely new text reads as if you’ve read it somewhere else before. The words are different, the topic is different, but the feeling is the same: everything is smooth, calm, logical – and yet it leaves no impression. You remember almost nothing of what you’ve read; you can’t find any practical use for the information, even if the text looks like a set of instructions. A lot is said, but the information ultimately remains useless.
This isn’t a stylistic flaw, but a specific type of text that has form but almost no substance. It doesn’t irritate, doesn’t argue with the reader, is completely neutral, but fades into the background. And that’s its main feature: such texts don’t feel bad. They feel neutral. And in content, this often turns out to be a mask for emptiness.
In the past, poor-quality content was immediately obvious. It gave itself away through its harshness, its clutter, and its attempts to force an idea on the reader. Now, things have become much more subtle.
This new type of text requires almost no trust. It doesn’t persuade; it explains. Calmly, consistently, without bold assertions. And that is precisely what makes it less noticeable as a problem. If you break down such materials piece by piece, it becomes clear that they rarely add anything new. More often, they repackage already familiar ideas, arranging them into a neat sequence. The result is a sense of analysis without the analysis itself.
AI texts follow a recurring structural principle:
Of course, human copywriters and authors make similar mistakes too, but these days there are more and more «dummy bots». The reader is presented with text that is easy to digest but leaves no lasting knowledge in its wake.
If you read long generated texts carefully, a gradual shift almost always becomes apparent. At the beginning, there is a sense of structure. The train of thought flows, the paragraphs are connected, and the transitions seem natural. But the further you read, the more repetition you encounter. The same ideas return in a slightly altered form. The same phrasing appears again, but in a different context.
As a result, certain telltale signs emerge:
Human text is a different story. The author keeps the entire structure in mind from the start. They understand the conclusion they’re working toward and can therefore adjust the flow of their thoughts: speeding it up, condensing it, delving deeper, or simplifying it.
Generated text lacks this control. It moves in isolated segments, failing to maintain coherence. As a result, it appears logical at the paragraph level but begins to fall apart when viewed as a whole article.
The surest way to tell the difference between genuine experience and its imitation is through the details. It’s not about style or structure, but rather the specific elements that can’t be captured without actual engagement with the subject.
When a person truly works with a subject, specific details inevitably appear in the text: numbers, situations, mistakes, unexpected results. They arise not for the sake of persuasion (without any basis), but as a consequence of practice and a deep understanding of the subject. In generated texts, everything looks something like this:
As a result, the text becomes universal. It can be applied to any topic, but it doesn’t fully explain any of them.
The familiar middle ground in content is gradually disappearing. It used to make up the bulk of the market: standard, well-written articles that lacked depth but weren’t empty either. They served as the baseline. Now this segment is losing its significance. From below, it’s being displaced by mass-produced automated content. From above – expert materials based on experience and specifics. And between them remains a space that is no longer in demand. The reason is simple: the middle tier offers neither speed nor depth. It repeats general patterns but creates no added value.
Therefore, the market structure is beginning to change:
This doesn’t mean that style is either good or bad. But the text should still convey meaning, rather than just being a formal shell.
Live text is rarely perfectly even. Its rhythm, density, and level of detail may vary. But it has an internal direction: it leads the reader’s thoughts somewhere, rather than simply maintaining a form. Compiled text behaves differently. It remains consistent throughout the entire piece.
This is noticeable even without special analysis:
If you remove the formatting, the meaning of such a text remains almost unchanged, because the formatting is its main support.
Modern texts often appear convincing because they have learned to mimic the structure and tone of expert explanations. But superficial logic does not guarantee substance. What matters is not how polished or «correct» a text is, but whether it contains specifics, verifiable elements, and a connection to real-world experience. Without these, the text remains nothing more than a construction of words.
