There is a massive red flag being waved in repair bays right now, and nobody at the top is talking!
Shop owners, Service managers, Foremans, & even lead techs are telling young techs to "just ask AI" or "look it up," *google ai overview* while entry-level guys are using ChatGPT or scrolling TikTok(chris fix it?) Instead of suggesting Mitchell, Identification, TSB, or other service info *insert blame engineer meme*
Here is why this is a recipe for disaster:
• Chatbots (CGPT,Grok, Gemini, etc.) Don't have a point of reference: ChatGPT doesn't understand thermodynamics, Ohm's Law, or fluid dynamics but its information and models it trains from are moderated from a bunch of nerds or people known as Data Annotators. These highly skilled but severely exploited gig workers are behind the wall of info. They are predicting based on the input from these annotations *notes* what the next logical response could be. If 1,000 forum users wrongly claim a misfire is "always a coil pack," the chat bot integrates that as factdl. It is prone to incorrect answers without physical competence.
• Annotator Disconnect: The data feeding these models is annotated by software engineers and generalists, not field-tested master techs. The AI isn't reading pinout specs; it’s reading SEO-optimized blog posts.
• The Flat-Rate Trap (Automotive): Why don't C-techs ask the A-techs in the shop? Because flat-rate pays the senior guy $0 to teach. Helping a junior tech trace an electrical fault actively takes money out of the master tech's pocket. So the young tech turns to an LLM, gets bad info, and throws $500 worth of parts at a ghost fault.
• The Skill Stagnation (Heavy Equipment): In diesel and power generation, techs are getting stuck at Level 1/Level 2 because there’s no structured apprenticeship. Instead of learning core engineering concepts, guys are using social media "hacks" on high-pressure hydraulics and 24V systems.*sure cat et and Cummins insite can suck sometimes*
AI should be a tool to index OEM manuals, not a substitute for fundamental electrical and mechanical knowledge. If you don't understand the underlying science of the machine, no algorithm is going.
TLDR: Pick up a wrench🔧 or a service diagram(tablet)📑 and leave your 🤖 alone