Estate Atlas: a property listing site with a natural-language search bar
A property listing site with a natural-language search bar, plus an agent portal that scores and routes incoming enquiries automatically.
sample entry — replace with real work before launch (this page is set to noindex)
- 2 langs
- English & Gujarati
- Auto
- enquiry scoring
- 1 source
- site and portal share it
Key features
- Listings with map, filters and saved searches
- Natural-language search across the full catalogue
- Agent portal for listing management and enquiry pipeline
- Automated enquiry capture from site, ads and WhatsApp
- Localised content in English and Gujarati
UI/UX approach
Buyers browse emotionally and filter logically, so the interface leads with photography and keeps filters one tap away rather than in a sidebar wall. Search accepts a sentence or a filter set — both land on the same results view, so nobody learns a query language.
AI features
- Semantic search reads queries like '3BHK near a good school under 80 lakh'
- Listing descriptions drafted from structured property data
- Lead scoring on intent signals, routed to the right agent
- Auto-generated alt text and metadata for every image
How AI changed the build
Listing copy for the initial catalogue was generated from structured data and edited by the client's team — a task that would otherwise have blocked launch by weeks. SEO metadata and schema were generated per page at build time.
AI tools used
Technologies
Live link
Private build — walkthrough available on request.
How the project ran.
- Audited enquiry data to find where leads were being lost
- Designed the search experience around real past queries
- Built the public site, then the agent portal against live usage
- Added scoring once there was labelled outcome data
- Handed over with documentation and admin training
This follows the six-stage process every project uses.
Other project records.
Building something like Estate Atlas?
A 30-minute walkthrough of this record on a call, then a written scope and a real number for your version of it.