Property insurance adjusters spend 3-5 days per claim manually measuring roof damage from photos and sketches

After a hailstorm, an insurance adjuster drives to the property, climbs on the roof, counts damaged shingles by hand, takes 50-100 photos, hand-sketches the roof dimensions, and enters it all into Xactimate (the industry-standard estimating software). Back at the office, they spend 2-3 hours matching photos to roof sections and calculating replacement costs. A single residential roof claim takes 4-8 hours of adjuster time. After a major storm, an adjuster handles 5-10 claims per day, working 12+ hour days for weeks. So what? US insurers process 4-5 million property claims per year. The average roof claim takes $800-1,500 in adjuster labor cost (time + travel). An agent that could process drone imagery of a damaged roof — detect damaged shingles, measure affected areas, auto-generate an Xactimate estimate — would cut per-claim adjuster time from 4-8 hours to 30-60 minutes. The technology components exist separately (drone imagery, computer vision for damage detection, Xactimate API) but nobody has connected them into an end-to-end agent workflow. Why doesn't this agent exist? Xactimate (by Verisk) is the monopoly estimating tool and their API is restricted to approved partners. Drone imagery resolution varies by altitude and camera. Insurance carriers require specific documentation formats that vary by carrier. And adjusters are independent contractors who resist automation that threatens their per-claim income ($300-600 per claim).