Capabilities - Behavioral Analytics

Behavioral Analytics looks at how people and crowds behave in a scene. The system can recognize events such as loitering, fights, crowd surges, abandoned objects and unusual movement. Behavior is harder to read than objects, so the system is designed to support trained operators by flagging situations that need human judgment.

Behavior Classes
Loitering & Aggression
Anomaly Detection
Scene-Aware
Standard Video Feeds
Existing Cameras

How it works - Behavioral Analytics in three steps

How Behavioral Analytics works with the cameras you already run.

  • Use Existing Camera Infrastructure. Behavioral Analytics works with your existing security cameras. No special cameras or sensors are needed.
  • Classify Behaviors Over Time. The system follows people over time to recognize actions and interactions between them.
  • Flag Anomalies for Operators. When the system sees loitering past your time limit, a fight or a sudden crowd movement, it flags it for security operators to review, with the video.

Features

What Behavioral Analytics can do.

  • Loitering Detection. Identifies individuals remaining in a defined area beyond a configurable time threshold. Time thresholds and zone boundaries are set per camera view.
  • Aggression and Fight Detection. Classifies rapid, forceful physical interactions between individuals as potential fights or aggressive encounters. Each flag includes a video clip for operators to check.
  • Crowd Surge Detection. Monitors crowd density and movement velocity to detect dangerous surges, stampede-like conditions, or sudden crowd dispersal. Each flag carries a severity level.
  • Abandoned Object Detection. Flags stationary objects that appear in a scene and remain unattended beyond a configured time. Reduces false positives by tracking whether an owner is nearby.
  • Unusual Movement Patterns. Detects movement that differs from the usual pattern, such as running where people walk, moving against the crowd or sudden changes of direction.
  • Trip-Wire and Boundary Crossing. Defines virtual lines and boundaries, and flags people or vehicles that cross them. Lines can be set to flag one direction only, such as entry or exit.
  • Tailgating Detection. Identifies unauthorized individuals following authorized personnel through access-controlled doors. Detects when more people pass through a door than credentials presented.
  • Adjustable Sensitivity. Operators set the detection sensitivity for each behavior, to balance missed events against false alarms in their setting.

Use cases

Applications of Behavioral Analytics across industries.

Transit Station Security

Metro and rail stations need to detect loitering, aggressive behavior, and abandoned bags. Behavioral analytics can flag the feeds that need attention.

  • Transportation
  • Smart City

Retail Shrinkage Prevention

Shoplifting often follows familiar patterns: loitering near high-value goods, concealment gestures and unusual exits. The system can flag this activity for loss prevention staff.

  • Retail

Stadium and Arena Crowd Safety

Large venues need to detect crowd surges, bottlenecks, and altercations. Crowd dynamics monitoring can flag them for safety teams to review.

  • Events
  • Hospitality

Hospital and Healthcare Facility Safety

Emergency departments and behavioral health units experience elevated rates of aggressive incidents. Detection can flag escalating interactions for security staff to review.

  • Healthcare

Smart City Public Safety

City surveillance networks monitor public spaces for safety. Behavioral analytics can flag events in those spaces for operators to review.

  • Smart City
  • Government

Campus Security After Hours

Universities and corporate campuses are less populated at night but still require security coverage. Loitering, boundary crossing, and unusual movement detection can supplement reduced overnight guard patrols.

  • Education
  • Corporate

Parking Structure Safety

Parking garages have complex sightlines and multiple levels. Behavioral detection can identify loitering, aggressive encounters, and vehicles circling suspiciously, and flag them for security to investigate.

  • Real Estate
  • Smart City

Try Behavioral Analytics at your site

A pilot runs on video from your camera system for an agreed period, and you get a report of the results.

Contact us

Tell us which cameras you have and what you want them to watch for.

See a sample pilot report

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