Case studies · Own server
Everything runs on its own server, not on a third-party service with a monthly fee: nobody can discontinue the plan or raise the price.
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A website check bot: send a link in the chat, get a report in plain words and what to fix first
A website owner sends a link and half a minute later gets a report on eight points: speed on a phone, mobile version, security, images, requests and contact details, Google search, the link in messengers, and readability. No scores and no jargon: each point in plain words, plus a list of what to fix first.
A website report in half a minute, in plain words: what’s wrong and what to fix first. No scores, no jargon, no sign-up.

Income and expense tracking bot for a small salon: send an expense in your own words, tap for the yearly summary
The records lived in an Excel spreadsheet filled in after the fact: 105 of 109 rows had the first of the month, not the actual day. Now a transaction is recorded by Telegram message when money goes out or comes in. AI only parses the text; a program does the math. The summary with charts opens on a phone, and the Excel file is built at the tap of a button.
An expense is recorded with a chat message the same day, and the yearly summary with charts opens on a phone, with no spreadsheets or formulas.

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

A bot for downloading videos from social media: a link into the chat, a finished file back
Instagram, TikTok, Facebook, Pinterest, and YouTube in one chat: no websites with ads and no third-party logo over the picture. Videos up to a gigabyte and a half, with a countdown of how much is left. Inside: a free limit, a subscription paid in Telegram Stars, an admin panel, and a queue of up to five links. Not a one-evening script but a product that people can use and that can be charged for.
Five social media platforms in one chat: send a link and get back a finished file of up to a gigabyte and a half. No websites with ads and no third-party logo over the picture.
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