Why privacy-first, camera-free sensors matter
An occupancy sensor detects whether people are present in a space. Traditional camera-based systems can provide rich data but raise privacy concerns because they capture images or video that may identify individuals. Camera-free solutions—especially thermal sensing—capture presence and movement without producing images, minimizing privacy risk while still delivering actionable spatial intelligence.
Privacy-first design reduces legal and reputational risk, increases community acceptance, and simplifies compliance with student privacy frameworks and data-protection laws.
Key privacy terms
- Thermal sensing: measures infrared heat signatures (temperature patterns) to detect human presence without generating visual images.
- PIR (Passive Infrared): detects changes in infrared radiation to sense motion.
- CO2-based sensing: infers occupancy from carbon dioxide concentration; useful for ventilation control but less precise for headcount.
- BLE/Wi‑Fi device sensing: estimates occupancy by detecting personal device signals; can raise privacy and bias issues because it depends on device carriage.
Core features to prioritize
When evaluating camera-free occupancy systems, focus on these critical attributes:
- Privacy guarantees: No images or video capture; on-device aggregation and processing that prevent reconstruction of individual traces.
- Accuracy and granularity: Percent occupancy, headcount, or presence-only—confirm what level of detail you need.
- Real-time reporting and latency: Low latency for HVAC and safety uses; reasonable reporting cadence for analytics.
- Field-of-view and coverage: Area per sensor, mounting height, and blind spots. Ensure sensor coverage matches room geometry.
- Environmental robustness: Performance in different temperatures, lighting conditions, and crowded scenarios.
- Integration capabilities: APIs, data formats, and connectors for building management systems (BMS), room scheduling, and analytics platforms.
- Deployment logistics: Power options (PoE, AC, battery), network connectivity, cabling, and mounting hardware.
- Data governance and retention: Clear policies for data storage, retention periods, access controls, and audit logs.
- Scalability and manageability: Centralized device management, firmware updates, and fleet monitoring.
- Support and SLAs: Installation services, warranty, response times, and training offerings.
- Compliance: Vendor experience with FERPA, GDPR, CCPA, and campus privacy policies.