As a car mechanic and shop owner, I got tired of answering
the same diagnostic questions over and over. "Why is my
Check Engine light on?" "Why does my car shake at 60 mph?"
"Why won't it start in the cold?"
So I built an AI-powered diagnostic tool for my auto service
website. It's a conversational chatbot that asks follow-up
questions, analyzes symptoms, and gives users a preliminary
diagnosis — all before they even call the shop.
How it works
The bot (I named him "Paweł") uses an LLM to:
Accept a free-text description of the problem
Ask targeted follow-up questions
Suggest likely causes ranked by probability
Recommend next steps (DIY fix or visit a mechanic)
What surprised me
Users describe problems much better when talking to a "mechanic" than filling out a form
The AI catches patterns humans miss (e.g.…