SIEORA PORTFOLIO'S
Aditya Engineering

How Aditya Engineering Gained Real-Time Visibility into Machine-Floor Operator Productivity

A precision engineering shop floor with nine machines and one operator each — and no reliable way to know who was actually at their station, and for how long.

AI Smart VMSWorkforce AnalyticsTentoVision
Aditya Engineering machine shop floor
The Hidden Problem

No Visibility into Whether Operators Are Actually at Their Machines

  • ! The shop floor runs nine machines, with one operator assigned to each.
  • ! During an eight-hour shift, there was no reliable way to know whether an operator stayed at their machine or moved away.
  • ! Supervisors couldn't track how long each operator actually spent at their assigned machine.
  • ! No record of which operator worked which machine, or for how long, across a day or week.
Operator productivity at this scale cannot be tracked by manual supervision
Machine workstation with no presence tracking

The reality of manual floor supervision

TentoVision Deployment

The Game Changer — AI-Powered Operator Performance Monitoring

TentoVision deployed an AI monitoring system across Aditya Engineering's machine floor — enrolling each operator and linking the existing cameras to a central application that tracks presence and time at every machine.

Operator face enrollment

Camera-based presence detection

Machine-wise time tracking

Daily & weekly work-hour reports

Centralized workforce dashboard

Dashboard — operator presence and hours
Dashboard — machine-wise time view
Dashboard — daily and weekly hours
Dashboard — workforce analytics
How it worked in real life

Before, During & After

From guesswork about who was at their machine to a full, automatic record of every operator's time across every machine.

Before — manual floor supervision
Before

Manual Supervision

  • No way to confirm operators stayed at their machines
  • No per-operator time data
  • No machine-wise work records
  • Productivity judged by spot checks
During — operator enrollment and presence tracking
During

Enrollment & Tracking

  • Each operator enrolled by face
  • Existing cameras linked to the application
  • Presence detected at each machine in real time
  • Time logged per operator, per machine
After — full operator productivity visibility
After

Full Visibility

  • Daily & weekly hours per operator
  • Time spent at each machine
  • Time away from station made visible
  • Managers review everything on a dashboard
The real difference

Manual Supervision vs TentoVision AI

Why one supervisor can't reliably track nine machines at once — and what automatic, always-on monitoring changes.

Before: Manual Supervision
  • No way to confirm operators stayed at their machines
  • No per-operator time tracking
  • No machine-wise work records
  • Productivity assessed by guesswork and spot checks
  • One supervisor can't watch nine machines at once
After: TentoVision AI
  • Every operator's presence detected at their machine
  • Time at machine logged automatically per operator
  • Machine-wise work history always available
  • Daily & weekly work-hour reports on the dashboard
  • AI-powered, always-on — every machine, every shift
Results that speak for themselves

Operational Impact

Clear, measurable visibility into how every machine-hour on the floor is actually spent.

Operator Presence Tracked

Per operator, at every machine

Time-at-Machine Logged

Daily & weekly hours captured automatically

Machine-Wise Work History

Who worked which machine, and for how long

Productivity Visible on Demand

Managers review work-hour data anytime

Why decision makers trust TentoVision

Built for Visibility, Accountability & Control

Operator face enrollment
Camera-based presence detection
Machine-wise time tracking
Daily & weekly reports
Centralized workforce dashboard
Real-time alerts
Audit-ready records
Client testimonial
Earlier, knowing whether an operator was actually at their machine through the shift was guesswork. Now we can see it clearly — who worked which machine, for how long, every day and across the week. That visibility has changed how we plan and run the floor.
Operations HeadAditya Engineering
★★★★★