Voice AI for jobsite estimating: a developer perspective The problem: estimating on muddy ground Last year, I spent 50 hours interviewing mason and carpentry teams on active construction sites. The recurring frustration? Estimating is still paper-based or Excel-driven , despite mobile phones being ubiquitous. Why? Because typing on a jobsite sucks. Wind, rain, gloved hands, and attention divided between a trench and a screen create a friction loop that no traditional SaaS can solve. One crew leader told me: "I have a €50,000 tablet in the truck that I use for photos. For estimates, I use a napkin." That observation sparked a technical investigation: could voice AI genuinely solve this? Not as a gimmick, but as a developer building a real product used by 200+ crews daily. Voice AI on construction sites: the stack that works Why not use ChatGPT API directly? The naive approach is tempting: use OpenAI's audio endpoint to transcribe "2 meters oak framing at €45 per meter" into a line item.…