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CASE FILE / HM-VISION-003

AI camera monitoring workflow

Connect cameras. The system compares frames over time and notifies you when something appears or disappears.

Type · Camera temporal compare + change alerts
For · Site and object monitoring
Status · Live
01 / PROBLEMChallenge

The frame looks the same — until it isn’t

A live feed still takes eyes on the screen. Objects appear or vanish between glances; reviewing footage afterwards is already too late.

02 / SOLUTIONSolution

Compare then vs now; notify only on change

The system connects to cameras and compares frames over time. It only alerts when something appears or disappears — no one has to watch the feed.

03 / FEATURESFeatures

Connect the camera, compare the moments

F-01 Camera connection
F-02 Time-to-time compare
F-03 Appear / disappear
F-04 Change alert
Time compare ● LIVE01
CAM-01 Site
T−108:12
Now08:18
Detected: appear

Camera stream → time compare→Appear / disappear → notify + stills

F-01

Camera connection

Cameras

Connects to camera feeds — no hardware swap.

F-02

Time-to-time compare

T−n vs now

Compares earlier and current frames on an interval to find the difference.

F-03

Appear / disappear

Object change detection

Only cares whether something was added to or removed from the frame.

F-04

Change alert

Before / after stills

A change triggers a notification and keeps both frames for review.

04 / OUTCOMEOutcome

Qualitative outcomes

  • O-01
    No more staring at the feed

    The system compares time; people only look when something changed.

  • O-02
    Appear and disappear both have proof

    Each change keeps before/after frames and a timestamp.

  • O-03
    You know at the moment of change

    An appear or disappear notifies you — no footage review later.

Next: start with your system.

If this is close to the problem you need solved, get in touch.

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