Case studies · AI-written content
The text is not written by a person, but it is not left to chance either: before publishing, it is checked for repeats and for anything that should not go out.
Tags:AI-written content2

A psychologist’s channel that fills itself: 196 posts in five months
An expert runs a channel personally for as long as the energy lasts, and then the feed goes quiet. Here posts go out twice a day with no one involved: the topic from the plan, the article from one of 31 sources, the text in the specialist’s voice. The main work is not the publishing itself but the checks: what will stop the bot if it is about to publish a repeat, text planted by someone else’s website, or its own internal notes.
- Posts published in the channel196
- Topics in the content plan80
- Article sources31

A Telegram group that fills itself: 474 posts in half a year, and not one of them posted by a person
A topic-based group fades because of irregular posting, not bad content: the owner runs out of time, and a social media manager costs money and leaves. Here the feed goes out on schedule by itself: weather and exchange rates, news in Russian from English-language sources, a Vietnamese lesson. Repeats are filtered out by three checks, and a separate watchdog reports if a section goes quiet.
- Unattended posts474
- Repeats kept out of the feed6,173
- Manual actions per day0
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