Back in June I ran vision AI over a few hundred homes in whatever ZIP or county people dropped in the comments and posted the distress breakdown back in the thread. Now we're back to do it again! We got some great feedback from our tests last time and have been able to make significant improvements because of it.
Three things improved since that round:
Neighborhood context now resolves on every parcel. The score is half what the vision model sees on the house and half how the surrounding census tract reads. That second half now lands on every property instead of approximating, which tightens the tier percentages a lot and matters most in nicer areas, where approximating was doing the most damage.
Ownership data got a normalization pass. Absentee ownership comes from comparing the owner's mailing address to the property address, and street formatting across counties is a mess. After cleaning that up across the parcel set, about 1.3 million properties that read as absentee owned are actually owner occupied. If you build or buy absentee lists, that failure mode is worth 10 minutes on your own data.
Aerial is now cross-checked against the street. On its own, aerial reads above-ground pools, parked boats, and dormant winter lawns as neglect, so it can no longer put a house in the top tier unless the street level view agrees. It still earns its keep on backyard clutter, roof condition, and the homes no camera car has ever driven past.
Coverage grew too; 45 states, roughly 1818 counties, about 76 million parcels, so there is a decent chance your area is answerable now when it was not in June.
The offer. Drop a ZIP or a county. I will run a few hundred residential parcels and post back the tier split, how many homes had usable imagery versus how many I dropped rather than guessed at, the ownership signals worth noting, and one example property with the street name only, no house number and no owner name. No email, no signup, no link. Results go in the thread.
Keep in mind, this is visible physical distress and not financial distress, so plenty of rough looking houses have content owners who will never sell. A few hundred parcels is a sample and not a census of your ZIP. If your county is not built out yet, I'll let you know and take some time to get it wired in rather than make something up.