A group member asks. The bot finds it and prepares a link — on its own.
A Telegram bot for a shopping group: a member writes in free-form Hebrew what they're looking for, the AI phrases a search query, scans AliExpress and prepares recommendations with a Hebrew description and affiliate link.
Recommendations = hours of searching The bot searches, drafts and posts
- Searching for a product on AliExpress by hand — hours
- Copying a link, adding affiliate by hand
- Translating the description into Hebrew
- Manual search, drafting and posting limit the publishing pace
- A group member writes what they're looking for — in free-form Hebrew
- AI builds a professional search query and scans AliExpress
- An affiliate link is created automatically for each product
- A Hebrew description and image are prepared for the group
Here's how it works inside
A real screenshot from the system — not a marketing mockup.
Request in Hebrew → smart search → affiliate link
A request that passes the configured content check becomes a search query, the engine retrieves AliExpress results, and the flow prepares two products, affiliate links and a short Hebrew description — with a "more recommendations" button for the requester. The documented historical workflow is not active today; group-membership changes are outside the current implementation policy and are handled manually only.
The numbers you feel every day
Do you have a community that asks "where do you buy this"?
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