Land Intelligence
Advanced land analytics — property valuation modelling, development potential scoring, land use trend analysis, portfolio optimization, market intelligence, environmental risk overlay, and council decision support.
Valuation MAPE
Dev Potential
Market Data
Dashboard Lag
Purpose-Built for Canadian Municipalities
Purpose & Scope
What this module owns
Clear ownership boundaries prevent duplication and ensure every capability has exactly one authoritative home.
Owns
8Delegated to
4Parcel data, assessment records
Municipal property inventory, leases
ML model training, scoring
Spatial analysis, heat maps
These capabilities are handled by dedicated modules and consumed via stable API contracts — keeping boundaries clean and ownership unambiguous.
Core Capabilities
What it does
4 capability groups comprising 8 discrete capabilities — each with API surface, business rules, and data ownership.
ML-based assessment models, comparable sales analysis, mass appraisal support, and assessment equity analysis for fair taxation.
ML Models
Features: location, size, use, zoning, condition, market trends.
Comparables
Comparable sales analysis with adjustments.
Equity
Assessment equity analysis — horizontal and vertical equity.
ML site scoring based on zoning capacity, infrastructure proximity, environmental constraints, and market demand for strategic land decisions.
Scoring
ML site scoring: zoning capacity, infrastructure proximity, constraints, demand.
Factors
Environmental constraints, servicing availability, market conditions.
Application
Strategic acquisition targets. Surplus land evaluation.
Every module owns a single bounded context, exposes stable APIs, and can be composed into any Civic product — that's the architecture that scales.
Krutik Parikh
Creator of Civic
Data Model
Entity Architecture
4 entities with 2 relationships — the authoritative schema for this bounded context.
Entities
Select an entity to explore its fields and relationships
API Surface
Integration Endpoints
7 RESTful endpoints across 7 resource groups — plus 4 domain events for async integration.
/api/v1/land/intelligence/valuation/{parcel}
Property valuation estimate
Ecosystem
Products that depend on this module
4 Civic products consume Land Intelligence — making it one of the most critical platform services in the ecosystem.
Land Registry
Primary consumer — land intelligence and analytics
View product →
Property Tax
Assessment growth forecasting and equity analysis
View product →
Planning & Development
Development potential and land use trends
View product →
Analytics & BI
Portfolio optimization and council reporting
View product →
Technical Specifications
Performance, Compliance & Configuration
Valuation Accuracy
Development Scoring
Market Data
Dashboard Lag
System Availability
FAQ
Frequently Asked Questions
Ready to Integrate
Build on Land Intelligence
Request an architecture brief, integration guide, or live demo environment for your team.