AI Property Search Inside WhatsApp & Telegram
Search a structured property index across Portugal and Spain, with Italy coming soon. No separate app required: request access with /join and use CUBI directly inside WhatsApp or Telegram.
For agencies, brokers, investors and serious buyers who need semantic search, exact filters, instant reports and chat-based property workflows.
Send /join in WhatsApp or Telegram to request access.
CUBI Estate
Property search in chat
Find 2-bedroom apartments in Lisbon or Valencia under €450k with parking
I found 24 matches. Here are 4 strong options based on price, location and amenities:
T2 apartment · €395,000
86 m² · balcony · parking · metro
Show report and contact the agent
Report ready. You can continue to agent chat with listing context attached.
Type your property search...
No app to install
CUBI works through WhatsApp and Telegram. Request access with /join, then search the property index, generate reports, compare listings and continue property conversations directly from chat.
Access is reviewed before approval. For agencies, brokers, investors and serious buyers.
Everything agents need to search, analyze and act faster
CUBI combines indexed listings, semantic search, instant reports, comparisons and chat-based workflows in WhatsApp and Telegram.
Works in WhatsApp and Telegram
No separate app required. Request access with /join and use CUBI directly in chat. Search, analyze, compare and continue from a selected property to agent communication.
Indexed property database
Search structured listings across Portugal and Spain. Italy is coming soon.
Semantic search + exact filters
Search by buyer intent, then narrow results by country, city, price, area, bedrooms, property type, features and amenities.
Instant property reports
Generate property insights with feature analysis, similar listings, location context and map view.
Compare properties and areas
Compare listings side by side. City and region comparison is currently in beta.
Listing → Agent chat
Open a property and continue with the agent while keeping listing context. Available for supported listings and approved users.
Group chat assistant
Add CUBI to approved team or client group chats for collaborative property search. Available as a paid option.
Daily price digest
Subscribe to daily updates for price changes on selected properties, cities, regions or saved search criteria.
Not just listings. A property index.
Most property portals show listings. CUBI structures them. Each property is normalized, enriched and indexed across location, price, property type, area, features, amenities and semantic meaning.
That makes it easier to search, compare and recommend properties using natural language.
Indexed attributes
Data pipeline
Raw listings
Structured data
Feature extraction
Semantic embeddings
AI search
Reports / Comparison / Chat workflow
Accessible via (upon approval)
Find, compare and recommend properties faster.
CUBI helps agencies and brokers work with property inventory as an intelligent searchable index instead of a static list of ads.
Your agents do not need to learn another application: CUBI works inside WhatsApp and Telegram, where client communication already happens.
- Search listings using natural language
- Combine semantic intent with structured filters
- Compare properties across cities, regions and countries
- Move from selected listing to agent chat with property context
- Match properties to buyer preferences
- Keep search context in WhatsApp or Telegram
- Use structured data instead of manually scanning portals
- Add agency inventory to CUBI via API
Send /join to request access.
Broker workflow
Buyer brief
Describe client requirements
AI search
Match against property index
Shortlist
Ranked property recommendations
Compare
Price, location, amenities
Share & follow up
Continue in chat
Example buyer request
“Family apartment in Lisbon or Valencia, 2–3 bedrooms, good transport, balcony, under €450k.”
Add your listings to the CUBI Property Index
Agencies, brokers, developers and property managers can connect their listing inventory to CUBI via API. Once ingested, listings can become available for semantic search, comparison and AI-assisted recommendations.
API access is available on request. Access depends on approval and integration scope.
Contact api@cubi.estate to discuss API access, listing formats and integration options.
Contact API TeamAgency CRM / Broker System
Your property inventory
CUBI API
POST /listingsListing ingestion endpoint
Structured Property Index
Indexed for semantic search
AI Search Channels
Available after approval
{
"country": "Spain",
"city": "Valencia",
"property_type": "apartment",
"price": 420000,
"bedrooms": 2,
"living_area": 86,
"features": ["balcony", "parking", "near metro"],
"images": ["https://..."]
}From buyer request to shortlist
CUBI helps brokers turn client requirements into structured property recommendations.
Buyer request
"German family relocating to Lisbon or Valencia. Budget up to €500k. Needs 2-3 bedrooms, balcony, good transport and family-friendly area."
CUBI result
- 18matching listings
- 4strongest options
- Similar alternatives
- Key differences by price, location, area and amenities
- Suggested next steps
From property search to agent chat
CUBI keeps the full workflow inside WhatsApp or Telegram: search the index, open a property, generate a report, compare alternatives and continue with the agent from the selected listing. No separate app, no scattered forms, no lost context.
Typical property search
Scattered tools, repeated context, lost information
With CUBI
Search in chat → Open property → AI report → Compare → Contact agent → Continue in same thread
CUBI Estate
WhatsApp & Telegram
Show me 2-bedroom apartments in Lisbon and Valencia under €450k with good rental potential.
I found 18 matches. I shortlisted 4 based on price, location, amenities and rental appeal.
Show me the report for option 2.
Here's the property report with feature analysis, similar listings, area context and map view.
I'm interested. Connect me with the agent.
You can continue from this property directly into an agent chat, while keeping the listing context attached.
Available for supported listings and approved users.
Your search, saved listings and agent conversations stay in one thread.
Daily price digest
Track changes automatically
Subscribe to daily updates for selected properties, saved searches, cities or regions. Track price changes, new matches and relevant market movements without manually checking portals.
- Watch one property
- Track a city or region
- Monitor saved search criteria
- Follow price drops
- Get daily updates
Send /join in WhatsApp or Telegram to request access.
Deeper context for serious property decisions
CUBI can enrich property analysis with external context such as nearby listings, transport access, travel time to airports, beaches and schools, noise and safety context, and AI-assisted visual quality signals from property photos.
External data provides context and signals, not guarantees. Safety and noise context are area-level indicators where data is available. Photo-based quality signals are AI-assisted and should be verified independently.
Starting in Europe. Built for the whole EU.
Portugal and Spain are live now. Italy is coming soon. We're building towards comprehensive European coverage.
Portugal
Spain
Italy
France
Germany
Netherlands
Greece
Portugal
LiveSearch across Lisbon, Porto, Algarve, Madeira, and all Portuguese regions. Apartments, houses, land, and commercial properties.
Spain
LiveExplore Madrid, Barcelona, Valencia, Málaga, and Spanish coastal regions. Full property type coverage across all autonomous communities.
Property index, semantic search and broker workflow.
CUBI combines structured data, AI understanding, and practical workflows for agencies, brokers and buyers.
Structured Property Index
Normalize listings by country, city, region, price, property type, area, rooms, features and amenities.
Semantic Listing Search
Match natural-language buyer intent to listings using semantic search.
Exact Filters
Narrow results by price, city, country, area, bedrooms, property type, features and amenities.
Instant Property Reports
Generate AI-assisted reports with listing insights, feature analysis, similar properties and map context.
Feature & Amenity Extraction
Extract balconies, pools, elevators, parking, heating, terraces and other useful details from messy descriptions.
Cross-market Comparison
Compare properties across Portugal, Spain and future EU markets.
City & Region Comparison
Compare cities and regions for buyer fit, investment context and location tradeoffs.
Broker Shortlists
Help brokers turn buyer briefs into ranked property recommendations.
API Listing Ingestion
Allow agencies and brokers to add property inventory to CUBI via API access on request.
External Data Enrichment
Enhance analysis with nearby listings, transport access, travel times, noise, safety context and photo-based quality signals.
Daily Price Digest
Track price changes for selected properties, areas or saved search criteria.
Chat-Based Workflow
Use access-based chat workflows in Telegram and WhatsApp for search and collaboration.
Built for agencies, brokers and property buyers.
Whether you manage listings, advise clients, or search for yourself.
For agencies
Add inventory, make listings searchable and help buyers discover relevant properties faster.
- Connect property inventory via API
- Make listings available for AI-powered search
- Support client discovery across channels
For brokers
Turn buyer requests into ranked shortlists, compare alternatives and keep communication organized.
- Search by buyer intent in natural language
- Generate shortlists with AI explanations
- Compare properties across markets
For investors
Compare properties by location, price, amenities and structural characteristics across multiple markets for property research.
- Analyze price per square meter across regions
- Surface properties suited to rental-oriented research
- Compare market data points across borders
For buyers and relocators
Search naturally across Portugal, Spain and soon Italy without getting lost in local portals.
- Search multiple countries at once
- Understand regional differences
- Find properties matching your timeline
Frequently asked questions
Everything you need to know about CUBI Estate.
Request access to the AI Property Index
Send /join in Telegram or WhatsApp to request access. Agencies and brokers can also contact api@cubi.estate for API onboarding and listing ingestion.
Portugal and Spain live. Italy coming soon. More EU markets planned.