SS Global, a consultancy and Internet of Things (IoT) integration services company, worked with Altair and Oracle to develop a municipal air quality monitoring solution using Oracle Cloud Infrastructure (OCI). The team used the MQTT messaging protocol to bring data in from IoT sensors in the field on particulate matter, atmospheric conditions, and gas concentrations. Altair Panopticon data visualization software provided the native data connectivity and required dashboarding tools, while OCI provided cloud-based compute and storage infrastructure and AI Services (Anomaly Detection Service) to generate accurate predictions and produce alerts when sensor metric values exceeded normal values.