Video analytics2 min read
Video analytics and alarm fatigue: designing rules operators will actually act on
A rule that fires constantly is worse than no rule. How to design analytics an operator trusts.
Engineering notes
Technical articles for Smart City integrators
How the technology actually works, what breaks in the field, and how to scope a deployment that survives handover.
Video analytics1 min read
Edge vs Server Video Analytics: Bandwidth, Latency, and GPU Cost Trade-offs
When to process neural models inside IP cameras versus central GPU clusters. Practical network bandwidth and hardware sizing formulas.
Video analytics1 min read
Applying the EN 62676-4 DORI Standard to Video Analytics and AI Surveillance
Detect, Observe, Recognize, and Identify: How to calculate exact PPM targets for AI models and prevent expensive camera re-rigging.
Video analytics8 min read
How Video Analytics Streamlines Government Operations and Eliminates Manual Bottlenecks | CityIntegrator
Introduction CityIntegrator serves enterprise organizations, facility operators, and commercial properties that require verified visibility, high-reliability...
Video analytics8 min read
Deploying Video Analytics in Modern Government Architectures: A 2026 Implementation Guide | CityIntegrator
Introduction CityIntegrator serves enterprise organizations, facility operators, and commercial properties that require verified visibility, high-reliability...