Property Intelligence
Unified parcel, ownership and risk intelligence
Property Intelligence resolves fragmented public and private property records into a single entity graph, so analysts can answer ownership, zoning and risk questions in one query instead of ten portals.
- GIS
- Knowledge Systems
- Real Estate Technology

Business problems solved
What was broken
Records live in ten places
Assessor, recorder, zoning and hazard data never share identifiers.
Ownership chains are opaque
Entity layering hides true beneficial ownership.
Risk is discovered late
Flood, wildfire and easement exposure surfaces during diligence, not before.
Primary features
What we built
Entity resolution
Fuzzy matching links parcels, owners and corporate entities across sources.
Spatial query builder
Draw an area, filter by attribute, export the resulting portfolio.
Risk overlays
Flood, wildfire, slope and easement layers scored per parcel.
Ownership graph
Visual traversal of entity relationships and transfer history.
Interactive demonstration
Explore Property Intelligence
Switch modules, step through the workflow and query the assistant. Everything runs on mock data inside this guided experience.
Technology stack
What it runs on
- React
- TypeScript
- PostgreSQL
- PostGIS
- Mapbox
- REST APIs
- Knowledge Graphs
- Analytics
Development highlights
Engineering notes
- Entity resolution pipeline with human review queue
- Vector tile service for 2.4M parcel geometries
- Composable risk scoring model
Future roadmap
Where it goes next
- Permit and code-enforcement ingestion
- Time-series ownership playback
- Partner data marketplace
Architecture
System layers
- 01
Analyst Client
- 02
Query API
- 03
Authentication
- 04
Entity Resolution
- 05
Knowledge Graph
- 06
PostGIS
- 07
Tile Storage
- 08
Analytics
Estimated demonstration metrics
Scope of the build
Illustrative scale for this guided experience.
0
Estimated screens
0
Estimated features
0
Estimated API endpoints
0
Estimated database tables
High
Architecture complexity
6 months
Development timeline
Performance target
Vector tiles served in <100ms at zoom 14
Estimated Demonstration Metrics — illustrative values for this guided experience, not measured production statistics.
Workflow walkthrough
How work moves through it
- 1
Ingest
County and hazard sources normalized on a nightly cadence.
- 2
Resolve
Entity matching links owners across spelling and structure variance.
- 3
Enrich
Risk layers scored and attached per parcel geometry.
- 4
Query
Analysts draw, filter and rank portfolios spatially.
- 5
Export
Results delivered as reports or downstream API feeds.
Product walkthrough
Recorded tour
Video placeholder
Guided Property Intelligence walkthrough
Core capabilities
- Entity resolution
- Spatial querying
- Risk scoring
- Ownership graphs
Continue the tour
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