Case Study

AI-Powered Forklift Zone Monitoring Eliminated Pedestrian Conflict Risk at Paper Manufacturing Facility

Paper Manufacturing | India

Zone Compliance Pedestrian Safety Two-Way Alert Real-Time Detection

Zone Monitoring (Before)

Manual

Supervisor rounds only

Conflict Incident (Before)

Occurred

Led to deployment

Detection Speed (After)

Seconds

On zone boundary breach

Response (After)

Two-way

Operator and pedestrians alerted

THE CHALLENGE

Forklifts and pedestrians sharing the same facility floor is an inherent conflict. In a paper manufacturing facility with continuous material movement, forklift operators have limited visibility around heavy loads - and workers moving between zones often don't anticipate an oncoming forklift until it is too late.

An incident occurred. The investigation revealed neither party had adequate warning - the operator didn't know pedestrians were ahead, and pedestrians had no alert of an approaching forklift. Manual supervision could not solve this at scale across all shifts and zone boundaries.
  • Forklifts entered pedestrian zones without warning

    No detection at zone boundaries meant operators crossed in with no alert to either party.

  • Pedestrians had no advance warning

    Workers in pedestrian zones had no visibility of an incoming forklift until physical proximity created the risk.

  • Zone boundaries not enforced consistently

    Violations occurred most during low-supervision periods across shifts.

  • High material movement volume

    Continuous forklift operation meant zone boundary crossings were frequent throughout the day.

THE SOLUTION

We deployed a computer vision system at all zone boundaries detecting the moment a forklift crosses into a pedestrian zone. The system triggers a two-way response - speaker announcements in both zones simultaneously, warning the operator and pedestrians before conflict occurs.

Flow: Forklift detected at zone boundary -> Supervisor alerted -> Speaker triggered in both zones -> Operator and pedestrians warned -> Incident logged

WHAT CHANGED AFTER

Both operator and pedestrians are alerted simultaneously on every breach - mutual awareness before conflict risk materialises.

Zone violations detected and challenged in real time - no supervisor presence required at boundaries.

Pedestrian conflict incidents reduced to near zero - two-way alert drove behavioural change on both sides.

Complete violation audit trail - every breach logged with image and timestamp.

Explore more case studies

View All Case Studies