{"version":"1.0.0","episode":{"title":"AI in the Bay: How Shop Owners Are Building Custom Bots That Actually Work","url":"http://getcarcurious.com/episodes/ai-in-the-bay-how-shop-owners-are-building-custom-bots-that-actually-work","audioUrl":"https://mcdn.podbean.com/mf/web/qp2qstakeajz4qgc/Seth_Thorson_FNLax49m.mp3","description":"AI isn’t replacing your team—but it might be the fastest way to multiply their time. In this episode, Seth Thorson shares how shop owners can move beyond the hype and start building custom AI agents that streamline HR, improve technician documentation, and elevate service writer performance.\n"},"annotations":[{"startTime":595.3,"endTime":622.7,"type":"concept","title":"retrieval-augmented generation (RAG)","quote":"I've also trained it on five or six different online resources and databases and how to go to NHTSA and search for any service bulletins that the car has so that if detect types of story ... it will say, hey, did you see there's a service bulletin for this issue?","canonicalId":"concept:retrieval-augmented-generation-rag","priority":0.45,"confidence":0.55,"source":"hybrid-fuzzy+gpt-5.4-nano","data":{"explanation":"Retrieval-augmented generation (RAG) is an AI approach where the model first pulls relevant information from external sources (like databases or documents) and then uses that information to answer. In this segment, the bot searches for service bulletins and then uses that retrieved context to guide the technician’s next steps.","simplifiedExplanation":"This is a way to make an AI use real reference material instead of guessing. It looks up the relevant info (like official car repair notes) and then uses what it found to help answer questions or suggest what to check next."}},{"startTime":598.0,"endTime":603.0,"type":"term","title":"NHTSA","url":"/glossary/nhtsa","quote":"I've also trained it on five or six different online resources and databases and how to go to NHTSA and search for any service bulletins that the car has","canonicalId":"term:nhtsa","priority":0.55,"confidence":0.9,"source":"hybrid-fuzzy+gpt-5.4-nano","data":{"explanation":"NHTSA is the U.S. National Highway Traffic Safety Administration. It maintains safety-related information for vehicles, including recalls and other official notices that shops can use to diagnose issues and verify whether a known problem applies to a specific car.","simplifiedExplanation":"NHTSA is a U.S. government agency for vehicle safety. Shops use its website to look up official safety information about cars, like whether there’s a known issue or recall."}},{"startTime":603.0,"endTime":612.5,"type":"term","title":"service bulletins","url":"/glossary/service-bulletins","quote":"search for any service bulletins that the car has so that if detect types of story and there's a bulletin and he missed it, it will say, hey, did you see there's a service bulletin for this issue?","canonicalId":"term:service-bulletins","priority":0.6,"confidence":0.9,"source":"hybrid-fuzzy+gpt-5.4-nano","data":{"explanation":"A service bulletin is an official update from an automaker to dealers and repair shops. It describes known issues and provides recommended diagnostic steps and repair procedures, often to help technicians avoid missing a fix that applies to certain vehicles.","simplifiedExplanation":"A service bulletin is an automaker’s notice to mechanics about a known problem. It tells shops what to look for and how to fix it, so they don’t miss an established repair."}},{"startTime":631.8,"endTime":642.1,"type":"topic","title":"service writer workflow","url":"/glossary/service-writer-workflow","quote":"And then we built the service writer one, which is the maintenance and how to overcome objections. And if the customer says this, say this, and we built some sales types controls around it.","canonicalId":"topic:service-writer-workflow","priority":0.35,"confidence":0.7,"source":"hybrid-fuzzy+gpt-5.4-nano","data":{"explanation":"This segment discusses building an AI assistant tailored to the service writer role—helping translate customer concerns into the right repair direction. It includes handling objections and prompting the right checks before submitting information.","simplifiedExplanation":"A service writer is the person at a shop who talks with customers and turns their concerns into a repair plan. Here, they’re describing an AI that helps that process by prompting the right questions and checks."}}],"speakers":[{"id":"s1","name":"Ratchet+Wrench","role":"host"}],"transcripts":[{"url":"http://getcarcurious.com/episodes/ai-in-the-bay-how-shop-owners-are-building-custom-bots-that-actually-work/transcript.vtt","type":"text/vtt"}]}