Buildings are the first place we proved it.Buildings are not the limit.

Cold-chain logistics, end to end.

Temperature-compliance intelligence has historically been trapped inside the box it monitors — one freezer, one fridge, one truck. Visibility ends at the edge of the asset. The audit trail is fragmented across systems that don't talk to each other. A regulatory event in one link of the chain doesn't surface until paperwork lands days later.

The same temperature-compliance intelligence that protects a clinical refrigerator extends across warehouses, distribution centers, transport fleets, and last-mile delivery. The Smart Display goes on the freezer door; leak detectors, door-state sensors, and dedicated temperature probes round out the mesh. End-to-end traceability for pharma, food, biologics, and reagents — with the human-facing screen exactly where staff need it.

Production floors with a real operator surface.

Production-floor cleanliness, machine telemetry, safety incident response, and regulatory compliance live in different systems with different surfaces. Shift handovers are oral. Safety reporting is paper. The agent fleet has nowhere to land in the room where the work is actually happening.

Machine-vision devices catch visual anomalies in demanding environments. The Smart Display becomes the shift handover point, the safety reporting interface, and the operator's window into the agent fleet's work — all in one place on the wall. Sensors mesh through the display; agents reason continuously; operators acknowledge from the floor.

Power, cooling, security at rack-level granularity.

Data centers and critical infrastructure run on extremely precise environmental envelopes, but operational intelligence often stops at the row. Rack-level reasoning is rare. Coordination between power, cooling, security, and compliance agents is manual. A single overlooked event can cascade across systems.

Power, cooling, security, and environmental compliance at rack-level granularity. Radar occupancy sensors track who's in which aisle; leak detectors guard cooling infrastructure; Smart Displays at zone entrances surface the status of the racks behind them. Specialized agents for each concern, coordinating to keep critical systems running.

Hotels, senior living, and care homes.

Hospitality and care environments share operational concerns — guest experience, housekeeping accountability, environmental compliance, resident safety — that overlap but require different specialists. A single platform that treats them as one operational mass loses the texture of each. Multiple disconnected platforms multiply integration work and create gaps between concerns.

Each operational concern gets its own specialized agent. The cleaning agent owns housekeeping accountability with audit-grade events. The HVAC agent owns environmental compliance. The security agent watches access patterns. The cold-chain agent watches medication and food storage. The Smart Display is the shared surface that staff and residents see. The chat layer is the surface management uses to ask anything across the fleet.

Operations intelligence at the scale of an institution.

Campus-wide operations span many spaces, many specialists, and many concerns — occupancy-driven energy, classroom utilization, environmental health, safety. No single team sees the whole picture in real time. Reporting is retrospective, fragmented, and frequently manual.

Operations intelligence at the scale of an institution. The HVAC agent reasons over campus-wide environmental health. The cleaning agent coordinates across buildings by SLA. The security agent watches access across the campus. The chat layer gives leadership a way to ask anything about anywhere — answered from the building's actual data.

Operational consistency across stores.

Multi-site retail and service operations live or die by consistency — cleanliness standards, equipment reliability, customer-experience signals. Maintaining that consistency across dozens or hundreds of locations is a coordination problem. Visibility into reality at every site is the missing piece.

The agent fleet keeps the brand standard real across every location. The cleaning agent enforces SLA-driven hygiene. The HVAC agent keeps the in-store environment in band. The security agent watches access and incidents. The Smart Display is the consistent operator-facing surface in every store. The chat layer is how regional and brand leadership ask questions across the whole portfolio.

Stations, terminals, ports — at high public volume.

Transportation hubs are high-volume public spaces with continuous operational demands across cleaning, safety, accessibility, and environmental quality. Each concern has its own contractor base, its own SLA, and its own reporting trail. Coordinating them in real time across a terminal is a structural problem.

All natural domains for specialized agents. The cleaning agent reasons over SLA-driven hygiene at high public volume. The security agent watches anomalies and access patterns. The HVAC agent keeps the environment in band despite continuous churn. The Parking agent extends to landside operations. The Smart Display gives both public and staff a shared, glanceable surface; the chat gives operations a unified view.

Physical AI at municipal scale.

Beyond single buildings, the operational fabric of districts and cities — streetlights, public restrooms, transit stops, parks, civic buildings — runs on independent contracts, fragmented data, and reporting cycles measured in weeks. Citizens experience that fragmentation directly. So does the municipality.

Physical AI at municipal scale. The same Smart Display, sensor library, and agent fleet that operate inside buildings extend to the operational fabric of districts and cities. Streetlights with embedded sensing, public restrooms with cleaning and dispenser monitoring, transit stops with environmental and security agents, civic buildings with the full stack — all reasoning on one platform.