For electrical and plumbing contractors, generating accurate, profitable service proposals is a constant bottleneck. You're on-site, taking photos and voice notes, then spending hours back at the office translating that into a line-item estimate. The promise of AI automation is tantalizing, but generic systems fail because they don’t know your specific materials, brands, and labor costs. The key i