All use cases

Every capability, and how ready it is.

69 capabilities in total: 5 validated, 57 that need set-up on your site, and 7 in development. This list is generated from the product's own capability register at build time, so it matches what the software does.

Validated5

Measured end to end on stated footage and hardware.

Site setup required57

The software exists. It needs zones, schedules, calibration, an integration or testing on your cameras before it is switched on.

In development7

Not available for production use.

Restricted areas and after-hours

7 capabilities · 0 validated

  • Entry to a restricted office roomSite setup required

    A person inside a room marked restricted (records, store, server, the administrator's own room) for longer than a moment, at any hour.

    Needs a zone drawn on your camera, then testing on your footage.
  • Office presence at the weekendSite setup required

    A person present in an office area on a weekend day, when the office is closed.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Office presence outside working hoursSite setup required

    A person present in an office area (a zone drawn as restricted, or the office floor) outside the office's working hours.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Presence after hoursSite setup required

    A person present in a zone during hours it should be empty.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Restricted-zone intrusionSite setup required

    A person inside a zone marked restricted, hazard or machine area.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first Needs a zone drawn on your camera.
  • Vehicle in restricted zoneSite setup required

    Any vehicle inside a restricted or hazard zone for more than a moment.

    Needs a zone drawn on your camera, then testing on your footage.
  • Visitor pass and plate watchlistIn development

    Plate reading exists; tie to the visitor register.

    Planned; not available for production use.

Factories and warehouses

9 capabilities · 0 validated

  • Entry into a confined spaceSite setup required

    A person inside a zone marked as a confined space (tank, pit, vessel) for more than a few seconds.

    Needs a zone drawn on your camera, then testing on your footage.
  • More people in a confined space than permittedSite setup required

    More people inside a confined space than its permit allows, for more than ten seconds.

    Needs a zone drawn on your camera, then testing on your footage.
  • Spill or debris in aisleSite setup required

    Material on the floor of an aisle or dock.

    Needs a zone drawn on your camera, then testing on your footage.
  • Vehicle speeding on siteSite setup required

    A vehicle above the site speed limit in a road segment or aisle.

    Needs a zone drawn on your camera, the camera's mounting height and tilt, then testing on your footage.
  • Forklift-pedestrian conflictIn development

    A person within two metres of a moving forklift.

    The detector this needs has not been trained. It will not be offered until it is measured.
  • Helmet missingIn development

    A person in a hazard or machine zone without a helmet.

    The detector this needs has not been trained. It will not be offered until it is measured.
  • Hi-vis vest checkIn development

    No licence-clean vest dataset exists; colour test on the torso crop first, then site labels.

    Planned; not available for production use.
  • Muster-point headcount during a drillIn development

    Counts at assembly points against the shift roster count; needs the muster_point zone and a drill mode.

    Planned; not available for production use.
  • Smoke and fireIn development

    Needs a trained detector; the camera supplements, never replaces, the fire panel.

    Planned; not available for production use.

Malls and commercial buildings

1 capabilities · 0 validated

  • Fire lane blockedSite setup required

    A vehicle standing in a fire lane or fire-tender access road for more than two minutes.

    Needs a zone drawn on your camera, then testing on your footage.

Hospitals

4 capabilities · 0 validated

  • Ambulance bay blockedSite setup required

    A vehicle standing in the ambulance bay or emergency driveway for more than two minutes.

    Needs a zone drawn on your camera, then testing on your footage.
  • Casualty or OPD crowding over the safe headcountSite setup required

    More people in the casualty hall, OPD waiting area or a ward corridor than the hospital's safe headcount, for more than a minute.

    Needs a zone drawn on your camera, then testing on your footage.
  • Pharmacy or drug store entered after hoursSite setup required

    A person inside the pharmacy store, drug store, OT store or records room outside its permitted hours.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Protected ward exit outside permitted hoursSite setup required

    A person passing the exit of a protected ward (NICU, maternity, psychiatric) outside the hours the hospital permits.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.

Schools and campuses

11 capabilities · 0 validated

  • Car close to someone on footSite setup required

    A person within three metres of a car, measured on the ground plane.

    Needs the camera's mounting height and tilt, then testing on your footage.
  • Lab or store room after hoursSite setup required

    Presence in a chemistry lab, store room or plant area outside school hours.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • School bus close to someone on footSite setup required

    The same measurement against a bus.

    Needs the camera's mounting height and tilt, then testing on your footage.
  • Someone at the pool, tank or pondSite setup required

    A person inside a water-body zone.

    Needs a zone drawn on your camera, then testing on your footage.
  • Someone on the roof or terraceSite setup required

    A person in a roof or terrace zone.

    Needs a zone drawn on your camera, then testing on your footage.
  • Someone still waiting long after dispersalSite setup required

    A person still standing in the pick-up zone long after the gate should be clear.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Stairwell crowding at dispersalSite setup required

    Too many pupils in a stairwell or corridor zone at once.

    Needs a zone drawn on your camera, then testing on your footage.
  • Standing water in the school groundsSite setup required

    Water standing where children walk.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Stray animal on campusSite setup required

    A dog, cow or other animal loose in the grounds and staying there.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Vehicle too fast in the school groundsSite setup required

    A vehicle over walking-pace speed inside the campus.

    Needs a zone drawn on your camera, the camera's mounting height and tilt, then testing on your footage.
  • Face attendance at named checkpoints (residential schools only)In development

    Only where parents have consented in writing, only at named checkpoints. Not part of the day-school profile.

    In development; not available for production use.

Crowds, venues and events

8 capabilities · 0 validated

  • CounterflowSite setup required

    People moving against the dominant flow — the earliest observable sign of a crush, minutes before density peaks.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Crowd density criticalSite setup required

    Persons per square metre against the 2.0 / 3.5 / 5.0 bands.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first Needs a zone drawn on your camera, the camera's mounting height and tilt.
  • Exit or emergency route obstructedSite setup required

    Something stationary in an exit or corridor zone for long enough to matter.

    Needs a zone drawn on your camera, then testing on your footage.
  • LoiteringSite setup required

    A person who stays within a small radius far longer than the spot's normal.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Occupancy over limitSite setup required

    People inside a crowd zone above its stated capacity.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first Needs a zone drawn on your camera.
  • Queue growing fastSite setup required

    A queue lengthening faster than it is being served — the leading indicator, before capacity is reached.

    Needs a zone drawn on your camera, then testing on your footage.
  • Queue over capacitySite setup required

    More people in a queue zone than the counter can serve.

    Needs a zone drawn on your camera, then testing on your footage.
  • Running in a crowd zoneSite setup required

    A person moving at running speed through a dense zone.

    Needs a zone drawn on your camera, the camera's mounting height and tilt, then testing on your footage.

Streets and civic conditions

5 capabilities · 2 validated

  • Illegal hoardingValidated

    A billboard or hoarding at a location.

    Measured on held-out street frames the model had not seen: 89% for hoardings.
  • Road encroachmentValidated

    A stall, structure or stored goods occupying carriageway or footpath.

    Measured on held-out street frames the model had not seen: 83% for encroachment.
  • Garbage accumulationSite setup required

    A pile of rubbish that persists.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • PotholeSite setup required

    Road surface damage from the trained RT-DETR road-damage model, measured for size where the camera is calibrated.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Stray animal on the roadSite setup required

    Cattle, dogs or horses on the carriageway that stay.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.

Traffic and vehicles

4 capabilities · 0 validated

  • CongestionSite setup required

    Vehicle count in a road segment above its free-flow capacity, sustained.

    Needs a zone drawn on your camera, then testing on your footage.
  • Illegal parkingSite setup required

    A vehicle stationary inside a no-parking zone.

    Needs a zone drawn on your camera, then testing on your footage.
  • Stopped vehicleSite setup required

    A vehicle stationary on the carriageway beyond the stop threshold.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.
  • Wrong-way drivingSite setup required

    A vehicle travelling against a surveyed lane heading.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.

Water and flooding

1 capabilities · 0 validated

  • Standing water on the carriagewaySite setup required

    Water present across sampled frames.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.

Examination halls

6 capabilities · 0 validated

  • Movement at an entry or exit during the examSite setup required

    Anyone crossing an entrance or exit zone while the paper is running.

    Needs a zone drawn on your camera, then testing on your footage.
  • Movement in the hall before or after the examSite setup required

    Presence in the examination room outside the window when it should be sealed.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • Nobody moving on a route that should be walkedSite setup required

    A zone marked as a route had nothing move along it for longer than the permitted gap — either nobody was there, or somebody was and stood still.

    Needs a zone drawn on your camera, then testing on your footage.
  • Someone reaching the sealed materialSite setup required

    A person inside the zone around the trunk, safe or paper store outside the permitted window.

    Needs a zone drawn on your camera, the hours it applies, then testing on your footage.
  • The room does not match its signed-off layoutSite setup required

    The marked area differs from the reference photograph taken when the room was set up and approved.

    Needs a zone drawn on your camera, then testing on your footage.
  • Too many people in the question paper roomSite setup required

    More than the permitted number of people inside the secure store at once.

    Needs a zone drawn on your camera, then testing on your footage.

The cameras themselves

1 capabilities · 0 validated

  • Camera tampered, blurred or movedSite setup required

    Obstruction, defocus, darkness or a shifted view against a commissioning reference.

    Runs in production today; not yet measured on a held-out set, so it is measured on your cameras first.

Search, evidence and response

12 capabilities · 3 validated

  • Crowd buildup alertValidated

    Flags a camera whose count stays well above its usual level for several minutes.

    Measured live at Gaya from timestamps: about one to two minutes from a camera's reading to an officer's phone, with each camera read every 90–106 s. Count-based, against each camera's own usual level.
  • Evidence clips with a tamper-evident fingerprintValidated

    Pick a start and end time on any recorded camera and export the clip.

    Used throughout the Gaya deployment. Recorded playback seeks in 21–52 ms; every exported clip carries a SHA-256 fingerprint.
  • Search recordings by descriptionValidated

    Type what someone was wearing; every indexed camera is searched. Results are candidates for a person to review.

    Measured at the Gaya deployment: a text query, in Hindi or English, answered in 2.4–2.8 s over 1.52 million indexed sightings, on site.
  • Cleaning and patrol rounds, verifiedSite setup required

    A round is marked done only when the camera sees the visit.

    Built. Needs the service points and schedules set up on site.
  • Door alarms checked on cameraSite setup required

    When a door is forced or held open, the camera shows whether anyone was there.

    Built. Needs door events from your access-control system.
  • Fix verified by the cameraSite setup required

    When someone marks an alert fixed, the camera looks again before it closes.

    Built. Applies to the alert types configured on your site.
  • Footfall by entrance and hourSite setup required

    People in and out per entrance, by hour.

    Built. Accuracy is measured against hand counts on your site before figures are reported.
  • Missing-person search from a photographSite setup required

    An authorised officer opens a case with a photograph; likely sightings go to that officer.

    Once a case is opened, every camera is re-searched every three minutes, by appearance and, where face memory is enabled, by face. Matches are candidates for an officer to confirm; accuracy on phone photographs, and face accuracy by skin tone and lighting, are not yet measured.
  • Number-plate reading at a gateSite setup required

    Plates read and logged for a set period; watchlist hits confirmed by a person.

    Needs a camera aimed at the gate lane. Overview cameras did not resolve plates in our measurement, and we say so.
  • Panic button for staffSite setup required

    One press on a phone tells everyone responsible and opens the nearest cameras.

    Built. Staff phones and the people to be told are set up on site.
  • Queue length and wait timeSite setup required

    How many are waiting, and how long someone joining now will wait.

    Built. Needs the queue area drawn and checked on your cameras.
  • Tailgating at badge doorsSite setup required

    One badge, several people through: flagged with the clip.

    Built. Needs badge events from your access-control system.

Which of these would work on your cameras?

Send us a description of your cameras and the problem. We will tell you which use cases your footage can support, and which it cannot.

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How it works

Simulated illustration — not real footage

A drawn scene showing what the detection checks and what the alert looks like. Real performance depends on your cameras and is measured during a pilot.