@Phil Wilson Hey Phil, thanks for launching this! You are absolutely 100% right. The reason field services (HVAC, plumbing, roofing, facility management) are so incredibly lucrative for AI agencies—but so brutal to execute—comes down to one specific bottleneck: The Pricing Layer. Traditional LLMs are probabilistic. They excel at context, conversation, and semantic search. But complex service pricing requires 100% deterministic mathematical accuracy. If an AI assistant miscalculates a multi-variable HVAC change-out quote by even 5% because of a token hiccup, the agency loses the client, and the client loses margin. Furthermore, legacy giants in this space (like ServiceTitan and Housecall Pro) are aggressively locking down their API gates to protect their own ecosystems and processing fees. With that being said, I built a specialized infrastructure layer to solve this exact problem—completely decoupling the LLM from the mathematical engine so numbers stay 100% accurate, consistent, and secure. If you are currently building for home services or facility management and hitting these exact walls, drop a comment below. Let’s get this BoF cohort together, break down the backend architecture, and map out how to bypass these legacy bottlenecks!