
Opening and closing times
When each store actually opened and closed, against its schedule.
Rolling outSweet shops, bakeries and cloud kitchens.
Mithai shops, bakeries, dhabas and cloud kitchens. Iron switches on 5 packs with 49 ready-made AI use cases for sweet shops, bakeries and cloud kitchens, so your cameras start working the day they are added.
Opening 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.

Sudden gatherings and crowded areas in stores, branches and campuses.
Ready
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
Spills, obstructions and blocked fire exits where people walk.
Validating
Early warning when smoke or flames are seen on camera.
Validating
Shutters, gates, fire doors and cold-room doors left open too long.
Validating
Boxes, trolleys and locked shutters blocking fire exits and escape routes.
ValidatingQueues, waiting, service time and counters that need staff.

Alerts when too many are waiting, so another counter opens in time.
Ready
How long each customer waits, and how long they are served, per counter.
Rolling out
Customers who joined a queue and walked away before being served.
New
Customers left waiting at a counter or zone with nobody to help, and how long until someone came.
New
Billing, reception and service desks left without staff during open hours.
Ready
How long staff spend with customers in each zone, and how many customers get help.
New
Queue length and waiting time in darshan lines, ticket counters and security checks.
Ready
Queue length and waiting at OPD registration, billing and pharmacy counters.
Ready
Banking halls getting crowded, so another counter opens.
ValidatingShutter times, empty counters, cash, staff, back doors and night watch for owners who can't be in the shop.

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

Hour-by-hour and day-by-day patterns to plan staffing and shifts.
Ready
Spots delivery riders (Swiggy, Zomato, Blinkit, Zepto and others), with or without cartons, and keeps them out of customer counts.
New
Who came in, when, how long they stayed, and time away during the shift.
Rolling out
Drawer openings at billing counters when no customer is present.
Needs a connection
Cameras offline, covered, blurred, moved or with night vision failing.
Validating
Anyone at the strongroom, safe or locker room after the shop closes.
Ready
A showroom camera covered, sprayed or turned away, usually the first move in a planned theft.
Validating
The billing counter or cash drawer left with nobody on it while the shop is open.

The back door, godown shutter or cold-room door left open after use or after hours.
Validating
Anyone at the shutter, or hanging around the shop front, after it is closed for the night.
Ready
Someone in a trial room far longer than usual, often a sign of tags being cut. Watches the corridor only, never inside.
ReadyFlames, smoke, sparks, smoking, blocked exits, spills and flooding.

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
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.
ValidatingCamera health, recording, access and accuracy.

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 sweet shops, bakeries and cloud kitchens: After-hours intrusion; Restricted area intrusion; Intrusion with face recognition; Crowding. In all, 49 use cases across 5 packs switch on for sweet shops, bakeries and cloud kitchens.
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.
16 of the 49 use cases for sweet shops, bakeries and cloud kitchens 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.