Office Towers & Corporate Campuses
Common Types
- HVAC runtime & setpoint data
- Building Management System (BMS) alarms/logs
- Lighting schedules & control status
- Occupancy counts via badge access or sensors
- Energy consumption by floor/zone
Uncommon/Advanced Types
- Room-level CO₂ & air quality monitoring for comfort and productivity
- Real-time occupancy heatmaps for space optimization
- Dynamic HVAC zoning based on live occupancy patterns
- Predictive fault detection for chillers & AHUs using vibration/thermal data
Possible Insights
- Lowering energy costs by conditioning only occupied spaces
- Extending equipment life with early fault detection
- Optimizing space utilization for hybrid work patterns
- Improving employee comfort and reducing sick building syndrome complaints
Hospitals & Healthcare Facilities
Common Types
- Temperature & humidity in critical areas (ORs, labs, pharmacies)
- Backup power system (generator/UPS) runtime & status
- Medical gas pressure monitoring
- Negative/positive pressure room status
Uncommon/Advanced Types
- Real-time asset tracking for critical equipment (IV pumps, wheelchairs)
- Continuous airborne pathogen particle monitoring
- Compressor and vacuum pump condition monitoring in medical gas systems
- Predictive battery health analysis for portable medical devices
Possible Insights
- Ensuring compliance with healthcare environmental standards
- Reducing surgical delays due to equipment unavailability
- Lowering maintenance costs for critical systems through condition-based servicing
- Improving patient safety by detecting air quality issues early
Data Centers
Common Types
- Rack-level temperature & humidity
- Power usage effectiveness (PUE) tracking
- UPS/battery status
- CRAC/CRAH unit performance data
Uncommon/Advanced Types
- AI-driven hot/cold aisle airflow optimization
- Predictive failure detection in cooling fans & pumps via vibration monitoring
- Real-time harmonic distortion analysis in power feeds
- Water leak detection under raised floors
Possible Insights
- Reducing cooling energy costs while maintaining uptime
- Extending hardware life through better environmental control
- Preventing costly outages with predictive failure analytics
- Improving PUE scores for sustainability targets
Airports & Large Venues
Common Types
- Energy consumption by zone (gates, concourses, retail)
- Security camera system health/status
- Elevator/escalator operational data
- Occupancy counts in terminals/concert halls
Uncommon/Advanced Types
- Predictive maintenance for baggage handling & people-mover systems
- Acoustic environment monitoring for noise compliance
- Thermal analytics for crowd density & safety monitoring
- HVAC load forecasting based on scheduled events/flight arrivals
Possible Insights
- Lowering operating costs for large-scale mechanical systems
- Preventing breakdowns during peak travel or event times
- Enhancing safety and security with crowd flow analytics
- Improving passenger/guest experience by controlling comfort and congestion