Voice AI for jobsite estimating: a developer perspective Building site estimation is a bottleneck in construction. A foreman or project manager spends 30-40% of their day transcribing site notes, taking photos, cross-referencing material costs, and drafting quotes. By the time a quote reaches the client, it's been handled by two or three people and sits in an email thread. What if you could estimate a 500 m² renovation on-site in 15 minutes, hands-free? That's where voice AI becomes a game-changer for construction tech. The problem: estimation friction Traditional construction workflows require: On-site measurements (tape, photos, notes) Office transcription (1-2 hours data entry per site visit) Material lookups (databases, supplier calls) Quote assembly in Word or PDF Manual email + signature Each handoff introduces a 6-12 hour delay and a 2-5% error rate (missing line items, wrong SKUs, typos in client names). Smaller firms (5-20 employees) can't afford a dedicated estimator.…