ToolsSource: HousingWire
AI flyers get the bathroom count wrong? Lock MLS facts in templates, says HousingWire column
Original headline: “Where AI belongs in your listing marketing, and where it doesn’t” — HousingWire, Oct 22, 2026
In a HousingWire contributor column, Misha Zhuro, who builds the embeddable design editor Polotno, argues AI is useful for captions and photo cleanup like decluttering or virtual staging, but that AI-generated flyers are flat images where a wrong price, unit number or bathroom count can't be corrected, brand layouts drift between agents, and fine print such as license numbers or MLS notices gets dropped or altered. His fix is templates designed once by head office, with each field tied to a named MLS field and logos and legal copy pulled from a controlled brand kit, so AI output drops into fixed slots and a 'virtually staged' label can be added automatically. He flags edge cases like listings missing fields and text overflowing its box, and says the next step is a new listing in the feed triggering every template automatically; the examples come from a demo for a fictional brokerage.
Our take (opinion & analysis, not reporting)
For agents and brokers: let AI write the caption and clean up photos, but don't post AI-made flyers where the price, beds, baths or your license number are baked into the image without checking them against the MLS. If your marketing tool or CRM offers templates that pull fields straight from the listing, use those for anything with numbers or required disclosures. Keep in mind the author builds a template and design platform, so this is a vendor's view of the problem.
Online discussion: no notable public discussion found yet (checked Oct 22, 2026).