Parking Intelligence
Advanced parking analytics — real-time sensor availability, predictive occupancy, dynamic pricing (85% target utilization), smart sensor network, LPR analytics, revenue optimization, and parking demand studies.
Sensor Latency
Prediction MAPE
Dynamic Pricing
LPR Accuracy
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
10Delegated to
5Operational data, ticket/permit data
ML model training, computer vision
Sensor device management, data streaming
Demand forecasting pipelines
Heat maps, coverage analysis
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.
Sensor-based per-stall occupancy, camera analytics (computer vision), and Google Maps/Waze integration for at-a-glance lot availability.
Sensors
In-ground and surface-mount sensors. Per-stall occupancy. Camera analytics with CV.
Integration
Google Maps/Waze feed integration. At-a-glance lot availability.
Guidance
Variable message signs. Digital wayfinding. Level-by-level guidance.
ML models predicting occupancy by time-of-day, day-of-week, events, and weather with 15-min/1-hr/1-day horizons and area-level heat maps.
ML Models
Time-of-day, day-of-week, events, weather factors.
Horizons
15-minute, 1-hour, 1-day predictions.
Heat Maps
Area-level occupancy heat maps.
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 3 relationships — the authoritative schema for this bounded context.
Entities
Select an entity to explore its fields and relationships
API Surface
Integration Endpoints
8 RESTful endpoints across 8 resource groups — plus 4 domain events for async integration.
/api/v1/parking/availability
Real-time availability
Ecosystem
Products that depend on this module
3 Civic products consume Parking Intelligence — making it one of the most critical platform services in the ecosystem.
Technical Specifications
Performance, Compliance & Configuration
Sensor Data Latency
Prediction Accuracy
Dynamic Pricing Refresh
LPR Accuracy
Availability
FAQ
Frequently Asked Questions
Ready to Integrate
Build on Parking Intelligence
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