
Footfall and live occupancy
Visitors in and out, and how many are inside right now, for every store.
Malls and multiplexes.
Shopping malls, multiplexes and food courts. Iron switches on 6 packs with 67 ready-made AI use cases for malls and multiplexes, so your cameras start working the day they are added.
Who comes in, when, where they go and how long they stay.

Visitors in and out, and how many are inside right now, for every store.

Customer counts with employees and salespeople removed, using enrolled staff faces.
Rolling out
Hour-by-hour and day-by-day patterns to plan staffing and shifts.
Ready
Footfall, waiting, alerts and staffing side by side, adjusted for traffic.
New
Where shoppers walk and stop on each floor.
Validating
Visits and time spent at displays, categories and promotions.
Validating
Who your visitors are, by gender and age band, without storing faces.
Rolling out
How visitors arrive: alone, as couples, families or groups.
New
Spots delivery riders (Swiggy, Zomato, Blinkit, Zepto and others), with or without cartons, and keeps them out of customer counts.
New
Recognises regular and high-value customers at the door, so the owner can receive them personally.
Rolling outCrowd limits, surges, gate counts, queues and parking at events, temples and venues.

Sudden gatherings and crowded areas in stores, branches and campuses.
Ready
A child alone, isolated, or staying in one spot unusually long.
Validating
Crowds forming quickly at junctions, offices and sensitive sites, with headcount.
Ready
People in each enclosure against its safe limit, with alerts before it is overfull.
Validating
Sudden running, surges and crowd pressure at gates, ghats and platforms.
Validating
Entries and exits at every gate, and how many are inside the venue now.
Ready
Queue length and waiting time in darshan lines, ticket counters and security checks.
Ready
People walking against the one-way crowd route at gates, ramps and exits.
Ready
Pilot: a child alone or separated in crowded venues, as leads for the help desk.
Pilot
Recognises enrolled VIPs at gates so protocol and security are ready.
Rolling out
Free and taken bays in every parking lot, so traffic is sent where there is space.
Ready
Grab-and-run and pickpocket-like movements in markets, buses and queues.
Validating
Platforms filling beyond safe levels, so entry can be held.
Validating
Passengers in and out through every entry, by hour, to plan staff and trains.
Ready
Lobbies, lifts and the clubhouse beyond their limit, during events and peak hours.
ValidatingBays, overstays, wrong parking, reserved bays, gate queues and plates.

Every vehicle in and out by plate, with watchlist alerts.
Ready
Plates on stolen, wanted or unpaid-challan lists, flagged the moment they pass any camera.
Ready
Cars and two-wheelers inside walkways, plazas and campus pedestrian zones.
Ready
Private cars parked in ambulance bays and emergency driveways.
Ready
Free and taken bays per level, for guidance boards and full-lot alerts.
Ready
Vehicles parked beyond their allowed time.
Ready
No-parking zones, double parking and vehicles on footpaths.
Ready
Non-EV vehicles in charging bays, and unauthorised cars in disabled and reserved bays.
New
Vehicles queuing at parking and toll gates, and how long each waits at the barrier.
Validating
Every vehicle in and out by plate, with time parked and unknown vehicles flagged.
Ready
Cars, two-wheelers, autos, buses and trucks counted through each lane.
Ready
Buses arriving at stops, gaps between them and bunching.
Validating
Every vehicle in and out by plate, residents matched, visitors and unknown vehicles flagged.
Ready
Cars in visitor bays overnight, blocking driveways and fire lanes, or in someone else's slot.
ReadyFlames, smoke, sparks, smoking, blocked exits, spills and flooding.

Spills, obstructions and blocked fire exits where people walk.
Validating
Early warning when smoke or flames are seen on camera.
Validating
Visible flames anywhere a camera looks, as an early warning before the alarm panel.

Smoke from fires, electrical faults and smouldering waste, indoors and out.
Validating
Pilot: sparks from welding, grinding and electrical panels where they should not be.
Pilot
Garbage, leaves and waste being burnt in the open.
Validating
Dark smoke from chimneys, kilns and boilers beyond the allowed level.
Validating
Smoking in fuel stations, warehouses, hospitals and plants.
Validating
Boxes, trolleys and locked shutters blocking fire exits and escape routes.
Validating
Oil, chemical and water spills on floors, docks and fuel islands.
Validating
Water on roads, underpasses, basements and parking, for diversion and pumping.
Validating
Smoking in corridors and rooms' floors, and smoke before a fire takes hold.
Validating
Sacks, pallets or goods blocking an aisle or gangway.
Validating
Flames, smoke and stubble or waste burning in or next to the fields.
ValidatingOpening hours, after-hours, restricted areas, hygiene and hazards.

When each store actually opened and closed, against its schedule.
Rolling out
Anyone inside the store after closing, with the clip.
Ready
Entry into stockrooms, cash offices, server rooms and staff-only areas.
Ready
Intrusion alarms that know who it is: staff on your lists let through, anyone on a banned list named, strangers raised as usual.

Tables left dirty after customers leave, and how fast they get cleared.
Rolling out
Free and occupied tables right now, and how busy seating gets.
Ready
Checks scheduled cleaning rounds happened, with an audit trail.
New
Visible empty shelf space in chosen aisles, checked through the day.
Validating
Shutters, gates, fire doors and cold-room doors left open too long.
ValidatingCamera health, recording, access and accuracy.

Cameras offline, covered, blurred, moved or with night vision failing.
Validating
Recording gaps and storage on each DVR or NVR.
Needs a connection
Each store manager sees only their store; head office sees everything.
Ready
Sampled clips checked by people against the AI's counts, with the error rate per store.
New
ATM cameras covered, sprayed, turned or blacked out.
ValidatingIron VMS shows every camera live, records on your own server and watches each camera for what matters in malls and multiplexes: Footfall and live occupancy; Busy hours and daily trends; Crowding; Protests and sudden gatherings. In all, 67 use cases across 6 packs switch on for malls and multiplexes.
Yes. Iron works with any IP camera or NVR that speaks RTSP or ONVIF. Existing NVRs keep recording while Iron adds live view, search, AI and alerts.
No. Iron runs on a server you own, as a Windows, Linux or macOS service. AI can run on site too; cloud models are optional.
Every alarm becomes an incident with its clip and goes to whoever is on shift on WhatsApp, SMS, email or a webhook, escalating if nobody acknowledges it.
25 of the 67 use cases for malls and multiplexes are proven on real footage and ready now; the rest are validating, rolling out or in pilot, and each card on this page says which.