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AI video management system for sweet shops, bakeries and cloud kitchens

Sweet 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.

49Use cases
5Packs
16Ready now
17Languages
13 use cases

Store operations

Opening hours, after-hours, restricted areas, hygiene and hazards.

Opening and closing times on a CCTV camera

Opening and closing times

When each store actually opened and closed, against its schedule.

Rolling out
After-hours intrusion on a CCTV camera

After-hours intrusion

Anyone inside the store after closing, with the clip.

Ready
Restricted area intrusion on a CCTV camera

Restricted area intrusion

Entry into stockrooms, cash offices, server rooms and staff-only areas.

Ready
Intrusion with face recognition on a CCTV camera

Intrusion with face recognition

Intrusion alarms that know who it is: staff on your lists let through, anyone on a banned list named, strangers raised as usual.

Fewer false intrusion alarms from your own staff, and a name on the ones that matter.
Ready
Crowding on a CCTV camera

Crowding

Sudden gatherings and crowded areas in stores, branches and campuses.

Ready
Uncleared tables and table hygiene on a CCTV camera

Uncleared tables and table hygiene

Tables left dirty after customers leave, and how fast they get cleared.

Rolling out
Seating available on a CCTV camera

Seating available

Free and occupied tables right now, and how busy seating gets.

Ready
Cleaning rounds done or missed on a CCTV camera

Cleaning rounds done or missed

Checks scheduled cleaning rounds happened, with an audit trail.

New
Shelf gaps on a CCTV camera

Shelf gaps

Visible empty shelf space in chosen aisles, checked through the day.

Validating
Spills, blocked paths and exits on a CCTV camera

Spills, blocked paths and exits

Spills, obstructions and blocked fire exits where people walk.

Validating
Smoke and fire on a CCTV camera

Smoke and fire

Early warning when smoke or flames are seen on camera.

Validating
Doors and gates left open on a CCTV camera

Doors and gates left open

Shutters, gates, fire doors and cold-room doors left open too long.

Validating
Fire exits blocked on a CCTV camera

Fire exits blocked

Boxes, trolleys and locked shutters blocking fire exits and escape routes.

Validating
9 use cases

Queues and service

Queues, waiting, service time and counters that need staff.

Queue length alert on a CCTV camera

Queue length alert

Alerts when too many are waiting, so another counter opens in time.

Ready
Waiting and service time on a CCTV camera

Waiting and service time

How long each customer waits, and how long they are served, per counter.

Rolling out
Left the queue without service on a CCTV camera

Left the queue without service

Customers who joined a queue and walked away before being served.

New
Customer waiting with no staff on a CCTV camera

Customer waiting with no staff

Customers left waiting at a counter or zone with nobody to help, and how long until someone came.

New
Counter or desk unattended on a CCTV camera

Counter or desk unattended

Billing, reception and service desks left without staff during open hours.

Ready
Staff and customer interaction time on a CCTV camera

Staff and customer interaction time

How long staff spend with customers in each zone, and how many customers get help.

New
Darshan and entry queues on a CCTV camera

Darshan and entry queues

Queue length and waiting time in darshan lines, ticket counters and security checks.

Ready
OPD, billing and pharmacy queues on a CCTV camera

OPD, billing and pharmacy queues

Queue length and waiting at OPD registration, billing and pharmacy counters.

Ready
Branch crowding on a CCTV camera

Branch crowding

Banking halls getting crowded, so another counter opens.

Validating
12 use cases

Owner's remote watch

Shutter times, empty counters, cash, staff, back doors and night watch for owners who can't be in the shop.

Footfall and live occupancy on a CCTV camera

Footfall and live occupancy

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

Know how many people walk in, every hour, in every store.
Ready
Busy hours and daily trends on a CCTV camera

Busy hours and daily trends

Hour-by-hour and day-by-day patterns to plan staffing and shifts.

Ready
Delivery staff on a CCTV camera

Delivery staff

Spots delivery riders (Swiggy, Zomato, Blinkit, Zepto and others), with or without cartons, and keeps them out of customer counts.

New
Staff attendance and time inside on a CCTV camera

Staff attendance and time inside

Who came in, when, how long they stayed, and time away during the shift.

Rolling out
Cash drawer opened with no customer on a CCTV camera

Cash drawer opened with no customer

Drawer openings at billing counters when no customer is present.

Needs a connection
Camera offline, blocked, blurred on a CCTV camera

Camera offline, blocked, blurred

Cameras offline, covered, blurred, moved or with night vision failing.

Validating
Strongroom and locker room after hours on a CCTV camera

Strongroom and locker room after hours

Anyone at the strongroom, safe or locker room after the shop closes.

Ready
Cameras covered or turned on a CCTV camera

Cameras covered or turned

A showroom camera covered, sprayed or turned away, usually the first move in a planned theft.

Validating
Empty shop, nobody at the counter on a CCTV camera

Empty shop, nobody at the counter

The billing counter or cash drawer left with nobody on it while the shop is open.

See from your phone that someone is minding the shop.
Ready
Back door and godown door left open on a CCTV camera

Back door and godown door left open

The back door, godown shutter or cold-room door left open after use or after hours.

Validating
Night watch on the shutter on a CCTV camera

Night watch on the shutter

Anyone at the shutter, or hanging around the shop front, after it is closed for the night.

Ready
Trial room overstay on a CCTV camera

Trial room overstay

Someone in a trial room far longer than usual, often a sign of tags being cut. Watches the corridor only, never inside.

Ready
11 use cases

Fire, smoke and hazards

Flames, smoke, sparks, smoking, blocked exits, spills and flooding.

Flames on a CCTV camera

Flames

Visible flames anywhere a camera looks, as an early warning before the alarm panel.

See a fire on camera before the alarm panel trips.
Validating
Smoke on a CCTV camera

Smoke

Smoke from fires, electrical faults and smouldering waste, indoors and out.

Validating
Sparks and arcing on a CCTV camera

Sparks and arcing

Pilot: sparks from welding, grinding and electrical panels where they should not be.

Pilot
Open burning on a CCTV camera

Open burning

Garbage, leaves and waste being burnt in the open.

Validating
Industrial smoke and emissions on a CCTV camera

Industrial smoke and emissions

Dark smoke from chimneys, kilns and boilers beyond the allowed level.

Validating
Smoking in no-smoking areas on a CCTV camera

Smoking in no-smoking areas

Smoking in fuel stations, warehouses, hospitals and plants.

Validating
Spills and leaks on a CCTV camera

Spills and leaks

Oil, chemical and water spills on floors, docks and fuel islands.

Validating
Waterlogging and flooding on a CCTV camera

Waterlogging and flooding

Water on roads, underpasses, basements and parking, for diversion and pumping.

Validating
Smoking and smoke in corridors on a CCTV camera

Smoking and smoke in corridors

Smoking in corridors and rooms' floors, and smoke before a fire takes hold.

Validating
Blocked aisles and gangways on a CCTV camera

Blocked aisles and gangways

Sacks, pallets or goods blocking an aisle or gangway.

Validating
Fire and stubble burning on a CCTV camera

Fire and stubble burning

Flames, smoke and stubble or waste burning in or next to the fields.

Validating
4 use cases

Platform and camera health

Camera health, recording, access and accuracy.

Recording failures and storage on a CCTV camera

Recording failures and storage

Recording gaps and storage on each DVR or NVR.

Needs a connection
Store logins, roles, per-store reports on a CCTV camera

Store logins, roles, per-store reports

Each store manager sees only their store; head office sees everything.

Ready
Count accuracy dashboard on a CCTV camera

Count accuracy dashboard

Sampled clips checked by people against the AI's counts, with the error rate per store.

New
ATM camera tampering on a CCTV camera

ATM camera tampering

ATM cameras covered, sprayed, turned or blacked out.

Validating
Questions

Sweet shops, bakeries and cloud kitchens, answered.

What can a video management system do for sweet shops, bakeries and cloud kitchens?

Iron 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.

Will it work with the CCTV cameras we already have?

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.

Does our video leave the premises?

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.

How do we get alerted?

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.

How many of these are ready today?

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.

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