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Valery Danyuk
Valery DanyukdeveloperDeveloping AI tools for businesses. High-quality. Affordable.Message on Telegram

AI database for production equipment setup and repair: vector knowledge base + Telegram bot

QuestFlow — Telegram bots with AI that runs a hardware configuration database
TaskDigitize the knowledge of experienced setup technicians: setup and repair of all workshop equipment in one reference book
SolutionVector database of instructions, YouTube videos, iFixit, and ManualsLib + AI Telegram bot on QuestFlow
DeadlinesJuly 2026
ResultAI understands queries ranging from “put the workpiece down, apply a ruler” to complex breakdowns

I received an unusual order: a database of equipment settings and repairs. Honestly, I didn't even know they did that. But a customer from Germany convinced me: their competitors are actively using AI-powered databases of settings and repairs in production.

What we did

We compiled a vector database of all the company's equipment. Sources: company manuals, YouTube training videos, and two specialized services:

  • iFixit is a community and database of millions of step-by-step repair and disassembly guides, complete with photos and tips.
  • ManualsLib is one of the largest free libraries of original manuals, datasheets, and schematics in PDF format.

The interface is a user-friendly Telegram bot on the QuestFlow service: the installer types or speaks a question, attaches a photo, and receives a response with steps.

How does this work

The AI understands literally everything: from mundane basic settings ("I placed the workpiece, applied a ruler—what next?") to complex breakdown scenarios. The response is based on the company's specific documentation, not on general knowledge of the model, so there are no "hallucinations" with other machine models.

Who needs this?

For those who want to digitize the knowledge of all experienced adjusters and combine it into a single directory: so that a new employee can work like a veteran within a week, and the knowledge doesn't disappear along with the rest of the team.

Project links

Questions and Answers

What is a vector knowledge base in simple terms?

All documents are broken down into fragments and saved so that the AI finds the right answer based on the meaning of the question, not the exact word. The answer is generated based on your instructions and a link to the source.

Is it possible to add adjuster knowledge that is not included in the instructions?

Yes: voice notes and photos from Telegram are included in the database, and the AI uses them in future responses.