One detector per task.
33 of them, ready today.

Counts groups arriving together to size baskets and staffing.

Detects spills, debris, and missed cleaning rounds.

Flags helmets, balaclavas, or masks at entrances.

Measures queue dwell and triggers SLA breaches.

Person/vehicle entry into restricted zones after hours.

Aggregates footfall density by hour and zone.

In/out counters with bi-directional accuracy >95%.

ANPR + speed estimation in a single pass.

Auto-log gate-in / gate-out with ANPR.

Counts axles for toll classification.

Detects greeting and engagement events.

Counts boxes/SKUs on shelves and pallets.

Verifies hook safety latch engagement before lift.

Detects vehicles travelling against traffic.

Hardhat, vest, glasses, glove compliance per worker.

Detects stray animals in restricted areas.

Aggregate age-bracket and gender split (anonymized).

Generic virtual tripwire with direction filter.

Distinguishes loaded vs empty pallets at dock.

Estimates road occupancy and queue length.

Alerts when reception desk is unattended.

Surface and shape defects on the line.

Early flame & smoke detection from CCTV.

Verifies guard rounds at expected checkpoints.

Phone-in-hand detection in restricted zones.

Times dock door activity per truck.

Concealment and rapid-exit behavior patterns.

Multi-camera package re-identification across belts.

Detects tipper / hopper door state.

Real-time room/zone occupancy.

Shelf-level SKU count for replenishment.

Class + sub-class for tolling and analytics.

Person-fall events for rapid response.

Real-time distance scoring between MHE and people on foot.

Detects empty facings and triggers replenishment.

Verifies dispenser use on entry/exit of clinical zones.

Rider/pillion helmet compliance with plate capture.

Drawn firearm or knife in frame.

Wet floor without cone, or sustained loss-of-balance.

Cigarette / vape in non-smoking zones.

Verifies lockout-tagout tags on energized equipment.

Welding / cutting without an assigned fire watch.

Harness + lanyard tie-off above threshold height.

Logs entry/exit and attendant presence at the portal.

Liquid pooling under equipment or on bunds.

Detects missing or open machine guards during run.

Hand or arm inside defined pinch / nip-point polygon.

Shelf layout vs reference planogram.

Detects shoppers leaving the queue before being served.

Items placed in bag without a scan event.

Dwell and pickup at endcap or promo display.

Visual estimate of items per basket at exit.

Vehicles crossing the stop line on red.

Driver / front-passenger seatbelt compliance.

Vehicle blocking or crossing while pedestrians on zebra.

Stationary vehicles in no-stopping zones.

Vehicle enters live work zone past cone line.

Two persons through one access cycle.