Transit Intelligence
Advanced transit analytics — AI demand-responsive transit, ridership forecasting, transit equity analysis, electric bus fleet management, rider digital experience, operations & safety intelligence, and service reliability analytics.
Forecast Accuracy
Equity Refresh
E-Bus Range
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
7Delegated to
4Operational data, real-time tracking
ML model training, NLP
Forecast pipelines
Equity mapping, 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 7 discrete capabilities — each with API surface, business rules, and data ownership.
Dynamic micro-transit zones with on-demand flex routes, ML rider matching, real-time optimization, and performance comparison against fixed routes.
Dynamic Zones
Micro-transit zones with configurable service hours and maximum wait times.
Flex Routing
On-demand flex routes with ML rider matching and real-time optimization.
Performance
Metrics vs. fixed route: ridership, cost per trip, coverage.
ML models incorporating weather, events, and seasonal patterns for time-series ridership prediction at route-level with fare elasticity analysis.
ML Models
Weather, events, seasonal factors. Time-series predictions.
Route-Level
Demand prediction per route for scheduling optimization.
Impact Analysis
New development impact. Fare elasticity analysis.
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 4 relationships — the authoritative schema for this bounded context.
Entities
Select an entity to explore its fields and relationships
API Surface
Integration Endpoints
6 RESTful endpoints across 6 resource groups — plus 4 domain events for async integration.
/api/v1/transit/forecast/ridership
Ridership forecasts
Ecosystem
Products that depend on this module
3 Civic products consume Transit Intelligence — making it one of the most critical platform services in the ecosystem.
Technical Specifications
Performance, Compliance & Configuration
Forecast Accuracy
Equity Refresh
E-Bus Range Prediction
Dashboard Refresh
System Availability
FAQ
Frequently Asked Questions
Ready to Integrate
Build on Transit Intelligence
Request an architecture brief, integration guide, or live demo environment for your team.