
Camera offline, blocked, blurred
Cameras offline, covered, blurred, moved or with night vision failing.
ValidatingCity police and smart city.
Police control rooms, safe-city projects and municipal command centres. Iron switches on 6 packs with 82 ready-made AI use cases for city police and smart city, so your cameras start working the day they are added.
Weapons, fights, snatching, women's safety, watchlists and unattended objects on city streets.

Cameras offline, covered, blurred, moved or with night vision failing.
Validating
Knives, firearms and other weapons seen in public, sent to the control room with the clip.

Fights, assaults and scuffles in public places, with the clip for the nearest patrol.
Validating
Snatch-and-run incidents, usually by two-wheeler, with the plate where the camera sees it.
Validating
A woman in distress or waving for help, flagged for an immediate check.
Validating
Individuals or groups hanging around ATMs, schools, parks and dark stretches at night.
Ready
Someone waving for help or shouting, picked up by camera and microphone.
Validating
Bags, boxes and parcels left alone in public places beyond a set time.
Validating
Faces of wanted or missing persons matched across street cameras, with every sighting on a map.
Rolling out
Crowds forming quickly at junctions, offices and sensitive sites, with headcount.
Ready
Cattle on roads, dog packs and monkeys, reported to the civic body with location.
Validating
Carts, stalls and goods spilling onto footpaths and no-vending zones.
Validating
Pilot: drones over no-fly zones, events and secure sites.
Pilot
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
Grab-and-run and pickpocket-like movements in markets, buses and queues.
Validating
Pilot: a group surrounding or troubling a student at the gate, bus stop or lane outside.
PilotHelmets, triple riding, red lights, wrong side, speeding, bus lanes and wanted plates.

Every vehicle in and out by plate, with watchlist alerts.
Ready
Riders and pillions without helmets, with plate and photo for the challan.

Three or more people on a two-wheeler, with the plate.
Ready
Vehicles crossing the stop line on red, using the signal's own state from the camera.
Validating
Vehicles driving against traffic on one-ways, service roads and flyover ramps.
Ready
Vehicle speed from the camera, with lower limits near schools at school hours.
Validating
Vehicles entering no-entry streets, gates and one-ways.
Ready
Cars and two-wheelers driving or parking in bus priority lanes.
Ready
Vehicles stopping on pedestrian crossings at signals.
Ready
Pilot: drivers and riders using a phone, as leads for review.
Pilot
Plates on stolen, wanted or unpaid-challan lists, flagged the moment they pass any camera.
Ready
Pilot: honking near hospitals and schools, heard by camera microphones.
Pilot
Queue length, congestion and vehicles by type at every junction, to retime signals.
Validating
Crashes, fallen riders and broken-down vehicles blocking lanes, with the clip for the nearest unit.
Validating
Trucks and heavy vehicles inside city limits during no-entry hours.
Ready
Signals dark, stuck or blinking, reported before the jam builds.
Validating
No-parking zones, double parking and vehicles on footpaths.
Ready
Cars, two-wheelers, autos, buses and trucks counted through each lane.
Ready
Potholes spotted by street cameras, with location for the repair crew.
Validating
Open, missing or damaged manhole covers.
Validating
Trees and branches down on roads, wires and vehicles.
Validating
Pilot: zebra crossings, stop lines and lane markings faded or missing.
Pilot
Pilot: vehicles emitting visible smoke, with the plate.
PilotCrowd 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
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
Free and taken bays in every parking lot, so traffic is sent where there is space.
Ready
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.
ValidatingPotholes, streetlights, garbage, manholes, drains, trees, signs and emissions.

Garbage, leaves and waste being burnt in the open.
Validating
Dark smoke from chimneys, kilns and boilers beyond the allowed level.
Validating
Water on roads, underpasses, basements and parking, for diversion and pumping.
Validating
Construction debris dumped on roads and unauthorised road digging.
Validating
Streetlights not working at night, checked every evening.
Validating
Garbage dumped in the open, black spots and bins overflowing.
Validating
Drains blocked with silt or waste, before the rains turn them into floods.
Validating
Pilot: unauthorised hoardings and damaged or missing road signs.
PilotWalls, fences, rooftops, doors, guard posts and staff-only areas.

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.

Someone climbing a boundary wall, fence or gate, day or night.
Validating
A second person slipping through a badge-controlled door or turnstile behind the first.
Validating
Anyone on rooftops, terraces and water-tank areas, with the clip.
Ready
Dogs, cattle, monkeys or wildlife entering sites, farms and campuses.
Validating
Pilot: packages thrown over boundary walls, common at prisons and warehouses.
Pilot
Cars and two-wheelers inside walkways, plazas and campus pedestrian zones.
Ready
Security posts, gates and cabins left without a guard during the shift.
Ready
Someone hanging around gates, walls and parked vehicles longer than usual.
Ready
Anyone not on the staff list inside staff-only areas, by face.
Rolling out
Shutters, gates, fire doors and cold-room doors left open too long.
Validating
Anyone on the site, in stores or the yard after work stops.
Ready
Anyone in rail yards, depots and stabling lines.
Ready
Faces on a list shared by the jewellers' association or police, matched the moment they walk in.
Rolling out
The guard's post at the door left empty during opening hours.
Ready
Anyone at the shutter, or hanging around the shop front, after it is closed for the night.
Ready
Anyone in the godown, yard or loading area at night.
Ready
People climbing the boundary or in the farm at night: crop, pump and equipment theft.
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 city police and smart city: Night loitering at sensitive spots; Protests and sudden gatherings; Number plates in and out; Triple riding. In all, 82 use cases across 6 packs switch on for city police and smart city.
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.
30 of the 82 use cases for city police and smart city 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.