Read any listing like an analyst.
Listing Lab AI runs on top of Zillow, Redfin, Realtor.com, Airbnb, and VRBO. One click pulls the data, scores the photos, and returns a full investment report — before you’ve finished scrolling the listing.
No copy-paste. No spreadsheets. No second tab.
The analysis happens where you already are — on the listing page itself.
Open any listing
Browse Zillow, Redfin, Realtor.com, Airbnb, or VRBO exactly the way you do now. Nothing to set up, no addresses to type.
Click the extension
Listing Lab pulls price, beds, baths, square footage, HOA, days on market — and every photo — straight off the page. 25+ data points in one pass.
Read the report
Scores, comps, STR revenue scenarios, photo intelligence, and ready-to-publish listing copy. Generated in seconds, on the spot.
Other tools read the data. This one reads the photos.
Every analysis tool scrapes the same text fields. Listing Lab AI runs computer vision on the actual photography — then translates what it sees into the promise a buyer or guest forms in the first three seconds, and the exact audience the property should be marketed to.
Photo scoring
Every image graded on lighting, staging, clutter, and curb appeal — with the exact shots costing you offers and bookings flagged by name.
The guest promise
What emotional promise do the photos make in three seconds — and where does the listing break that promise and kill trust?
Who to market to
The precise buyer or guest persona the property attracts — plus the messaging, channels, and price points that actually convert them.
This is what you get.
Scroll through a live sample analysis. This is actual AI output — the same report generated instantly when you click the extension on any listing.
The Summit Escape — Modern Mountain Cabin
This 4-bedroom mountain cabin is a strong short-term rental candidate in one of the most liquid STR markets in the country. The hot tub, game room, and elevated deck with long-range mountain views form an amenity stack that consistently drives above-market ADR in the Sevier County corridor. Current listing presentation is the primary drag on performance — the hero image is an interior shot that fails to lead with the property’s most marketable asset, and the kitchen photos significantly underrepresent the actual finish quality. Re-photography and title optimization are the highest-ROI moves available before the next booking season. At a $285 ADR and 72% projected occupancy, base-case gross revenue lands at $74,900 with a realistic path to $95K+ following the identified presentation improvements.
- Hot tub + game room combination is the highest-converting amenity pairing in the Smokies market — guests filter specifically for this stack when searching 4-bed properties.
- Unobstructed long-range mountain views from the main deck — a rare feature commanding meaningful premium pricing vs. comparable square footage without the view.
- Sevier County’s STR-friendly regulatory environment and established tourism infrastructure reduce operational risk significantly vs. emerging markets.
- Strong review velocity with consistent 4.9-star average — signals reliable guest satisfaction and healthy repeat/referral booking rate.
- Competitive ADR relative to the immediate 4-bedroom submarket — room to increase $20–35/night after presentation improvements.
- Primary bathroom shows dated tile and fixtures in listing photos — a common objection that drives guests to comparable listings with contemporary finishes.
- Seasonality concentration: January–February occupancy typically drops 35–45% without a specific winter draw beyond the hot tub.
- No EV charger listed — adoption among this property’s target demographic is accelerating, and competitors are adding it as a differentiator.
- Local new supply pipeline up 18% YoY in the Sevier County 4-bed segment — maintaining ADR will require active listing optimization.
- Rephotography of kitchen and primary bath — estimated to lift booking conversion 18–24%. The single highest-ROI capital allocation available at this property.
- Swap hero image to the mountain-view deck shot (currently image #7) — exterior/view shots consistently outperform interiors as the lead image.
- “Work-from-anywhere” positioning (dedicated desk, gigabit WiFi callout) — opens a large underserved midweek segment, dramatically improving January–April occupancy.
- Corporate team-retreat packaging — this floorplan and amenity set is ideal for 8–12 person groups, who book longer stays at higher ADR.
- Hero image is an interior living-room shot — guests who reach the view in image #7 often book; many never make it that far.
- Listing title is descriptive but not emotionally evocative (“4BR Cabin Near Gatlinburg”) — missing the aspirational hook that drives impulse bookings.
- No EV charging mentioned in amenities despite the charger being visible in the garage photo — an explicit callout would capture a growing filter-first search segment.
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One click. Twenty-five data points. Three jobs done.
One-click extraction
Price, beds, baths, square footage, HOA, days on market, and every photo — pulled directly off the listing page. No manual entry, ever.
AI listing copy
Publication-ready descriptions, agent remarks, and STR summaries generated from the real property data. Stop rewriting the same details by hand.
STR & investment math
Automated comps, nightly rate estimates, occupancy projections, and three revenue scenarios — for any Airbnb or VRBO listing you open.
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The next listing you open could tell you everything.
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