
- Different inputs. Photos, drawings, manual measurements and LiDAR remained distinct sources of information.
- A connected flow. The beta explored the path from job intake to an estimate, contractor offers and messages.
- Review before commitment. Missing facts and low-confidence information stayed visible before a person relied on an estimate.