How a listing gets into the feed
As of August 14, 2026, the feed holds 2,394 live listings from 12 sources; +520 listings arrived in the last 24 hours. Every listing goes through the same pipeline: crawling the sites, merging duplicates, translating the title and description, converting the price into dollars, and signing the card with its source and a link to the original. No step of it is manual.
How much goes through the pipeline
Figures from today's snapshot: this many listings are live right now, this many arrived within a day, this many sources stand behind them.
Five steps
The order matters: collect everything first, drop the repeats second, and only then translate — translating the same flat three times over is pointless.
- 1
Crawling the sources
The indexer walks classifieds, property portals, agency sites and city groups every day and takes new listings along with their photos and contacts.
- 2
Duplicates are merged
The same flat is posted to several boards and several groups at once. Such listings are merged into a single card, and the list of sites behind it stays visible.
- 3
Translation
The title and description are translated into the language of the page, and the original stays next to them, marked as the original: the translation is machine-made and we do not hide that.
- 4
One currency
Prices arrive in dong and in every possible notation — “8tr3”, “8.300.000 ₫”, “10 triệu”. The card converts them into dollars at the catalogue rate and keeps the original price alongside.
- 5
The source is named
The card shows the site, the date the source was last refreshed and a link to the original: any number on the page can be checked against it.
The step that does not exist yet
A sixth step is planned: an AI agent writes to the seller in their language, checks whether the home is still free and the price still holds, and what is gone leaves the feed. That pipeline does not exist today — you start the conversation, and the service hands you the contacts and a draft message.
What the pipeline never does
A short list, but it explains why the feed sometimes holds less than a search across the sites themselves.
- It does not edit the price. The rent is shown exactly as the source stated it; we only convert it into dollars at the catalogue rate.
- It does not invent an address. If the source named only a district, the card says “district”, and the point on the map is a zone, not a building.
- It publishes nothing of its own. The service has not a single listing of its own: everything you see came from someone else's site.
- It does not quietly hide stale listings. A listing taken down is marked as gone rather than vanishing: a saved link still tells you what happened to it.
The same feed in Telegram
The bot searches the same inventory by voice or text and sends an alert when something suitable appears. No sign-up is needed, in the bot or on the site.
Where to go next
Data as of August 14, 2026. Sample: 2,394 active listings across 12 sources; prices are converted to dollars at the catalogue rate, and duplicates across boards are merged into a single card.