The ATTOM
of the Middle East
Building the first Agentic Property Context Graph for Qatar, UAE, and beyond. AI-native ecosystem mapping the DNA of every property.
Not a legacy scraper. A Knowledge Graph powered by autonomous agents and sovereign data.
$340B Market,
Zero Intelligence Layer
Fragmented Black Box
Property data scattered across PropertyFinder, Bayut, Dubizzle, government portals, and ministry records. No single source of truth exists for MENA real estate.
Legacy Scrapers Are Dead
Scrapy, Selenium, brittle CSS selectors — they break every week. Anti-bot systems evolve faster than traditional crawlers can adapt. The old approach doesn't scale.
No Knowledge Graph
Zero relationship mapping between owners, parcels, mortgages, and neighborhoods. Flat databases miss the connections that drive real intelligence.
Data Sovereignty Gap
Banks and government entities require data residency within sovereign boundaries. No existing platform provides compliant property intelligence for Gulf institutions.
The Market Is
Digitizing Itself
Qatar — March 2026
Government-led digitization
Electronic real estate registration — replacing the 1964 paper-based system. Full digital property records for the first time.
Preliminary Real Estate Registry for off-plan units. Structured property data: dimensions, ownership, technical specifications — digitized by the government.
“We're not scraping in the dark. We're building the intelligence layer on top of a market that is digitizing in real-time.”
Data Landscape — What Exists Today
Agentic Property
Context Graph
Not a scraper. An AI-native ecosystem that maps the DNA of every property through autonomous workflows and high-fidelity knowledge graphs.
Unified Data Layer
500K+ properties from 15+ sources. Government transactions, commercial listings, alternative data — ingested by autonomous agents that reason through anti-bot systems.
Knowledge Graph
Neo4j transforms flat listings into a rich Context Graph linking ownership chains, parcel history, geospatial data, and mortgage trends.
Intelligence API
GraphRAG + A2A protocol expose the Context Graph to banks, brokers, and agents. Natural language queries backed by structured graph data.
Self-Healing
Agentic Architecture
Four pillars of the 2026 AI infrastructure stack.
Data Ingestion
Autonomous agentic crawlers that reason through site changes and anti-bot protocols. LLM-ready extraction with Pydantic schemas — no brittle CSS selectors.
Core Database
Knowledge Graph mapping high-dimensional relationships: Owner → Parcel → Mortgage → Neighbor. Structured data warehouse for analytics at scale.
Intelligence
Domain-specific LMs for bilingual Arabic/English parsing. Hierarchical agent trees with state management. GraphRAG for structured answers.
Compliance
Full data sovereignty within Qatar GCP regions using Assured Workloads. MCP + A2A protocols for standardized enterprise delivery to banks.
Full 2026 Stack
Intelligence That
Compounds Over Time
Market Intelligence
Real-time transactions, price trends, supply/demand analytics across all zones. Powered by government data + commercial listings.
Knowledge Graph API
Query property relationships via Neo4j: ownership chains, mortgage history, neighborhood connections, valuation trends.
Competitor Intel
Track agency market share, agent performance, listing strategies. Competitive threat matrix updated in real-time.
Agentic Chat
Natural language queries backed by structured graph data. Ask anything about the market — get factual, sourced answers.
Smart Alerts
Price drops, new listings, market shifts, regulatory changes — instant notifications via WhatsApp, Telegram, or API webhooks.
A2A Enterprise
Agent-to-Agent protocol for banks, brokerages, and government. Query the Context Graph directly from your own AI systems.
8 Countries.
15+ Sources. Growing.
Government open data, commercial APIs, agentic crawlers. Building the ATTOM-grade dataset for MENA + Cyprus.
Qatar
Phase 1UAE
Phase 2Saudi
Phase 3Cyprus
Phase 5Three Steps to
Market Dominance
Connect
Sign up and connect your agency. We instantly pull your listings and market data.
Analyze
Our AI processes 500K+ properties, identifies trends, and builds your competitive map.
Act
Get AI-powered recommendations, auto-match investors, and close deals faster than ever.
From Individual Agent
to Enterprise
Free
For individual agents exploring the platform
- Basic market overview
- 10 AI queries / month
- 1 market (Qatar or Dubai)
- Email support
Professional
For data-driven agents who want an edge
- Full market intelligence
- Unlimited AI queries
- Competitor tracking
- Knowledge Graph access
- WhatsApp integration
- All markets
Business
For agencies and teams
- Everything in Professional
- Team management (up to 20)
- Custom analytics dashboard
- API access (REST + GraphQL)
- Investor matching
- Priority support
Enterprise
For banks, developers, government
- Everything in Business
- A2A protocol access
- Sovereign data residency
- Custom Knowledge Graph
- Data licensing
- Dedicated support
Ready to Transform
Your Business?
Join the waitlist for early access. Be among the first real estate professionals to leverage AI-powered market intelligence.
Free during beta. No credit card required.