01 AI · Property
Automated object detection for property workflows.
A United States property ops team needed objects on appraisal photos named in the workflow — roof, HVAC, garage — so a reviewer could finish the pass without a second tool. We wired the model to the media they already collect and left a named owner on the release.
Field photos, a review queue, and a clock. If the model cannot sit inside the listing or appraisal screen they already open on Monday, it is not a product.
- Market
- US property ops
- Stack
- Vision · Python
- Outcome
- Review in the workflow
- 01 Vision in the workflow Objects named on the photo set the desk already collects — scored, not staged.
- 02 A review screen they know The queue, the comps, and the publish path stay in one product.
- 03 A named owner Evals, prompts, and the repo transfer. We do not hold the model hostage.
- Faster review Manual passes drop when detection lives on the desk, not in a slide.
- Owned product Source, prompts, and evals transfer with the delivery.
- US-hour coverage A desk that can run the product when stakeholders are awake.