Tools
Photo-level evidence
A specific cited finding tied to a numbered listing photo — e.g. "quartz countertops, photo 2" — instead of a vague feature flag or vibe score.
Photo-level evidence is the difference between "this listing scores 88" and "this listing scores 88 because hardwood floors were detected in photos 1 and 4, quartz countertops in photo 2, and an open-plan layout in photo 6." The first is a number; the second is a defensible recommendation.
For buyer agents, photo-level citation is what makes AI-driven shortlists usable on a client call. You can scroll to the cited photo, confirm it with the buyer in real time, and skip listings where the AI flagged a feature in a photo that doesn't actually show it.
Without per-photo evidence, every match score is a black box — and a black box is unsharable with a client who wants to know why this house and not that one.