Built for municipal AI at scale.

Architecture Overview

The Civic AI Platform follows a modular microservices architecture with clear separation of concerns across the machine learning lifecycle. The Architecture layer provides GPU-accelerated training infrastructure and auto-scaling inference serving. The Intelligence layer encompasses NLP, computer vision, predictive analytics, and pre-trained municipal models. The Governance layer embeds bias detection, explainability, and compliance controls into the model lifecycle. The Data layer manages the feature store, data pipelines, and real-time feature computation. An Edge Runtime enables mobile and field deployment with offline-capable inference. All services communicate through event-driven messaging (Apache Kafka) and synchronous APIs (REST/gRPC), with a centralized API Gateway providing authentication, rate limiting, and request routing.