Category

Listing analysis

2 posts on listing analysis.

Apr 26, 2026
5 things AI can spot in listing photos that Zillow's filters miss
Beds, baths, sqft, and price take you about 60% of the way there. Here are five photo-level signals that change the shortlist — none of them are in any filter dropdown.
5 min read
Apr 12, 2026
Why "updated kitchen" means nothing — and 7 ways to spot a real renovation
The most-used phrase in real estate listings is also the most meaningless. Here are seven photo-level tells that separate a real renovation from a coat of paint and new hardware.
5 min read