Each agent is purpose-built for a specific role in the property transaction lifecycle. Together they replace an entire agency team — operating 24 hours a day, seven days a week.
Agent 01
RAG Chat Agent
OCI Console · Oracle Select AI
8-turn agentic conversation loop with live DLD data sync. KYC-aware and available in 15 languages. Handles buyer and seller enquiries end to end without human involvement.
Agent 02
Property Search AI
HNSW Vector Search · Oracle Text
Hybrid semantic and keyword search across 1,247 indexed listings. HNSW cosine vector indexing delivers 847ms average response time. Understands natural language queries in 15 languages.
Agent 03
Market Intelligence Agent
OCI Console · Live AVM
Real-time AVM valuations with yield comparables and SHAP explainability. Applies dynamic event pricing boosts for F1 Abu Dhabi and GITEX — up to 65% uplift automatically calculated.
Agent 04
Document OCR Agent
OCI Console · Blockchain Verify
Extracts and validates title deeds, NOCs, EJARI contracts, and SPAs using Oracle OCR. Every document is blockchain-hashed for immutable verification and fraud prevention.
Agent 05
Valuation Explainer AI
Select AI · SHAP Analysis
Breaks down every valuation factor in plain language. Example: AED 2,910,000 at 94% confidence — sea view contributes +18%, floor level +8%. Fully auditable and legally defensible.
Agent 06
Investment Scoring AI
Select AI · GNN + RL Models
Comprehensive value score 0–100 per property. Calculates 10-year IRR using Neural Collaborative Filtering, Graph Neural Networks, and Reinforcement Learning. Includes Golden Visa eligibility check.
Agent 07
Mortgage Advisor AI
Select AI · Open Banking API
60-second mortgage pre-approval via Emirates NBD Open Banking integration. Covers conventional (3.89%), Islamic Murabaha (4.10%), and NRI-specific mortgage products for overseas buyers.
Agent 08
Content Generation AI
Select AI · DeepL · Stability AI
Auto-generates professional property listing descriptions in 15 languages. AI photo enhancement, virtual staging, and destaging powered by Stability AI. Creates 60-second video walkthroughs automatically.
Agent 09
Embedding Engine
ONNX · Oracle HNSW Index
384-dimensional semantic vectors indexed on Oracle HNSW for multilingual property search. Powers the entire platform's understanding of natural language property queries across all 15 supported languages.
Agent 10
NCF + GNN + RL Pricing
ONNX · Reinforcement Learning
Dynamic pricing engine for short-term rentals combining Neural Collaborative Filtering, Graph Neural Networks, and Reinforcement Learning. Automatically optimises nightly rates based on demand, seasonality, and events.
Agent 11
AVM + Credit Scoring
ONNX · NCS Credit Model
Automated Valuation Model combined with NCS credit scoring across 1,200+ DLD comparables. Provides lenders and buyers with a single unified risk and valuation profile for every property on the platform.