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

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

  • Zone boundary cameras integrated with forklift detection across all pedestrian entry points.

  • Two-way speaker response - announcement in forklift zone and pedestrian zone simultaneously.

  • Instant supervisor alert with zone, image, and timestamp on every violation.

  • Full violation log maintained for safety audits and investigation.

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