Instant roof quotes from aerial imagery and LiDAR.

Remi earns the difference between what a homeowner pays and what we pay the contractor. If the roof is measured wrong, we either lose margin or misprice the job.

Before this, quoters worked from aerial images, Google Maps and street views, and each quote took 15 to 30 minutes.

The tool combines photogrammetry, LiDAR and aerial imagery. It detects solar panels, removes trees and reconstructs the roof beneath them, and straightens the messy outlines of complex roofs into clean geometry.

When it isn't confident, it says so: low-confidence roofs go to a person to quote by hand.

Most escalations and change orders started with people disagreeing about what was in scope. Contractors and insurance adjusters read Xactimate line items; homeowners don't. To solve this, we translated them into Remi line items that are easier for homeowners to understand.

The scope view shows the house like a blueprint, colors each piece of work, and makes clear what the homeowner pays and what their insurance carrier or solar partner covers. The same scope turns into a drawing set for the crew: one sheet per trade and side of the house, where blue is what gets replaced and every tag gives an ID and a quantity.

If a crew finds something different on site, the contractor submits a change order. Small ones are approved automatically and larger ones go to a person. The quote updates, and the homeowner gets an addendum to sign and fund.

I worked alongside a designer on my team, who led the day-to-day design. Together we shaped the interactions and the initial page structure, since a lot has to happen on one screen, and found gaps in our operations that the new system could close. I ran user testing and led the rollout.

Keep refining LiDAR so more quotes come out accurate instantly, without a person stepping in.

Work through the edge cases that still send roofs to a quoter by hand.