This is a trust-first AI learning module designed to solve the cold-start problem in AI-powered estimating for field service businesses. Instead of attempting full automation upfront, the system focuses on visibly learning a business’s unwritten rules—pricing instincts, labor heuristics, material preferences, and operational patterns. It also serves as a "Knowledge Capture" tool to institutionalize tribal knowledge.