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ManufacturingIoTCustom SoftwareIntegration

Factory Floor Digitized

End-to-end MES integration bringing real-time visibility to 12 production lines.

+18%
OEE Improvement
12
Production Lines
50K
Data Points/Second
01

The Challenge

A mid-size manufacturer had 12 production lines running on a mix of legacy PLCs, manual data entry, and disconnected systems. Leadership had zero real-time visibility into production performance.

  • Production data trapped in siloed, incompatible systems
  • OEE calculations done manually, days after the fact
  • No way to identify bottlenecks until they caused major delays
  • Quality issues discovered too late in the process
02

Our Approach

We built a modern manufacturing execution layer that unifies data from all equipment while respecting the reality of legacy infrastructure.

01

Edge Connectivity

Deployed edge gateways to extract data from 47 machines across 8 different protocols (OPC-UA, Modbus, MQTT, serial) without disrupting production.

02

Real-time Pipeline

Built a streaming architecture handling 50,000+ data points per second with sub-second latency from sensor to dashboard.

03

Digital Twin

Created a live digital representation of the factory floor showing machine states, throughput, and quality metrics in real-time.

04

Intelligence Layer

Added predictive maintenance alerts and automated root cause analysis for downtime events.

03

The Results

+18%
OEE Improvement
Overall Equipment Effectiveness gains in 6 months
73%
Less Unplanned Downtime
Through predictive maintenance alerts
< 1s
Data Latency
From sensor event to dashboard update
12min
MTTR Reduction
Faster issue identification and resolution
"For the first time in 20 years, I can see exactly what's happening on every line from my office. That visibility alone has transformed how we run this plant."
Robert Kim
Plant Manager
Technologies Used
Node.jsTimescaleDBApache KafkaGrafanaDockerOPC-UAReact

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