Phase 3: Intelligence & Scale (Months 1836)
Phase 3 transforms the platform from a digitized record-keeping system into an intelligent property management platform. ML models move from advisory to production, full KRG-Road integration unlocks cross-government workflows, and the platform scales to cover the entire Kurdistan Region.
3.1 ML Valuation Production Grade
Model Upgrade
| Aspect | Phase 2 (Advisory) | Phase 3 (Production) |
| Algorithm | XGBoost | XGBoost + Neural Network ensemble |
| Features | 10 basic features | 40+ features (satellite imagery, proximity analysis, temporal trends) |
| Accuracy | MAPE < 15% | MAPE < 10% |
| Role | Advisory human makes final call | Official reference price human reviews only outliers (> 20% deviation from comparable sales) |
| Update frequency | Quarterly retrain | Monthly retrain + continuous drift monitoring |
| Coverage | Sulaymaniyah only | All 4 governorates |
Satellite / Aerial Imagery Integration
- Partner with satellite imagery providers (or use freely available Sentinel-2 / Google Earth Engine data)
- Automated building footprint extraction from satellite images
- Change detection: identify new construction, demolished buildings, land-use changes
- Feed imagery features into valuation model (building condition, neighborhood quality)
3.2 Zoning Compliance Automated Checking
Automated Checks (No Human Needed)
| Rule | Implementation |
| Setback violations | Compare building footprint geometry against parcel boundary with PostGIS ST_Buffer / ST_Distance |
| Floor Area Ratio (FAR) | Calculate total building area / parcel area from geometries, compare to zoning limit |
| Height limits | Cross-reference building permit declared height against zoning district max height |
| Land-use compliance | Check property type against zoning_districts.allowed_uses array |
| Parking requirements | Check declared parking spaces against zoning minimum for property type/size |
Flagging System
- Green: All zoning rules met auto-approve zoning portion of permit
- Yellow: Minor deviation (< 5%) expedited human review
- Red: Significant violation full review required, applicant notified
3.3 Full KRG-Road Integration
| External System | Integration | Impact |
| Court / Justice | Receive court orders (property seizures, inheritance rulings, dispute resolutions) automatically | Encumbrances auto-applied to affected properties |
| Banks / Mortgage Lenders | Banks register mortgages directly via API, receive title verification | Mortgage processing time: days minutes |
| Insurance Companies | Property data feed for insurance underwriting | Streamlined property insurance |
| Utilities (Water/Electricity) | Address/property data sharing for service connections | New property auto-request utility connection |
| Civil Status | Death events automatically trigger inheritance workflow | Properties of deceased auto-flagged, heirs notified |
3.4 Branch Offices (Smaller Municipalities)
Halabja Service Center (Month 2228)
- 4 property counters + 1 GIS station
- Staff: 10
- Lower volume, simpler setup than Erbil/Duhok
District Branch Offices (Month 2436)
Deploy lightweight service points in 812 district centers:
| Equipment | Quantity per Office |
| PC with full platform access | 2 |
| Scanner (document + deed) | 1 |
| Receipt printer | 1 |
| Kiosk (self-service) | 1 |
| Staff | 34 (2 clerks + 1 GIS + 1 manager) |
Connectivity: SD-WAN to Sulaymaniyah DC with 4G failover.
Target: Every citizen within 30 minutes drive of a property service point.
3.5 Open Data Portal
Publish anonymized, aggregated property data for public use:
| Dataset | Update Frequency | Format |
| Average property prices by district | Monthly | CSV, JSON, GeoJSON |
| Building permit activity by area | Monthly | CSV, JSON |
| Zoning district map | On change | WMS, GeoJSON |
| Transaction volumes | Monthly | CSV, JSON |
| Parcel boundaries (non-sensitive) | Quarterly | WFS, GeoJSON, Shapefile |
Access: Public API + downloadable datasets. No authentication required. OGC-compliant WMS/WFS for GIS users.
3.6 Legacy Data Phase 3 OCR Completion
| Governorate | Target Deeds | Timeline |
| Sulaymaniyah (completion) | 150K 200K | Month 1830 |
| Erbil (completion) | 100K 200K | Month 1836 |
| Duhok (completion) | 50K 100K | Month 2236 |
| Halabja | 30K | Month 2436 |
| Cumulative total | ~500K deeds | |
OCR V3 Improvements
- Fine-tuned transformer model (Arabic/Kurdish) accuracy > 93%
- Automated cross-validation: extracted owner name matched against Civil Status (KRDPASS)
- Automated parcel geometry matching: OCR'd parcel dimensions cross-checked against GIS data
- Remaining unreadable deeds flagged for manual transcription
3.7 Portal & App V3
New Features
- Comparative Market Analysis: Citizens enter a property see estimated value, recent comparable sales, price trend chart
- Permit Tracker: Real-time status with inspector assignment and scheduled inspection date
- Mortgage Pre-qualification: Banks offer pre-qualification through the portal (bank API integration)
- Open Data Explorer: Interactive map with aggregated statistics (click district see average prices, volumes)
- Notification Center: Full history of all notifications, filterable by type
- Multi-language OCR Submission: Citizens photograph old deeds and submit for OCR verification
3.8 Phase 3 Deliverables Summary
| Deliverable | Target Month | Acceptance Criteria |
| ML Valuation v2 (production) | 24 | MAPE < 10%, used as official reference price |
| Automated zoning compliance | 26 | Auto-approve > 60% of zoning checks |
| Court integration (KRG-Road) | 28 | Court orders auto-applied to property records |
| Bank mortgage API | 30 | At least 2 banks registering mortgages via API |
| Halabja service center | 28 | Operational with trained staff |
| 8+ district branch offices | 36 | Deployed and operational |
| Open data portal | 26 | Public API + downloadable datasets live |
| ~500K cumulative deeds OCR'd | 36 | Complete digital archive for all 4 governorates |
| Portal & App V3 | 28 | All Phase 3 features live |
| Satellite imagery integration | 30 | Change detection operational for Sulaymaniyah + Erbil |