FB / DEMO-001Facebook
For rent: 2BR apartment in Toul Kork, Phnom Penh. $650/month, two bathrooms. Photos available.
FLOW / INTERACTIVE DEMO
From listings
to clean search results.
Process three sample listings. Two describe the same property in different words. See how shared fields help find duplicates and build search results.
In the main app
The full app uses source adapters, an LLM, rules, and text and image matching. This simplified example shows the main processing steps.
STEP 01 / SOURCE POSTS
Three posts, two properties
KH / DEMO-002Khmer24
Phnom Penh / Toul Kork. Apartment with 2 beds / 2 baths. Monthly rent 650 USD. Ready to move in.
FB / DEMO-003Facebook
Siem Reap central area: 1BR apartment for $330/month. One bathroom. Long-term rental.
STEP 02 / NORMALIZATION AND DEDUPLICATION
Results after processing
Ready to run
Select “Process listings” to see structured fields, the duplicate match and final cards.
STEP 03 / SEARCH RESULTS
Filter results
Listings will appear after processing.
This example shows the general approach. It contains no real listings or user data, live integrations, machine learning model or external requests. Matches use a simplified set of fields; the production algorithms are more advanced.