Industry 4.0 & Industrial IoT

Manufacturing, IIoT & Edge AI Systems

High-speed assembly line computer vision defect inspection, MQTT SCADA sensor pipelines, and predictive machine maintenance alerting 72 hours before failure.

Consult Manufacturing Leads

72h Early

Downtime Alerting

Predictive vibration & thermal anomaly AI

99.8%

Defect Detection Accuracy

Edge vision models on 120fps lines

20k+ msg/s

SCADA MQTT Ingestion

OPC-UA and TimescaleDB telemetry

Sub-10ms

Edge Inference Latency

Air-gapped factory floor execution

OPERATIONAL EXCELLENCE

Cracking Industrial Manufacturing Bottlenecks

Bridging legacy operational technology (OT) with modern enterprise cloud intelligence to eliminate unplanned factory downtime.

High-Throughput IIoT SCADA & OPC-UA

Standardized telemetry pipelines bridging Siemens, Allen-Bradley, and Beckhoff PLCs to central cloud data lakehouses.

Industry Bottleneck: Proprietary PLC protocols create isolated data silos, preventing factory-wide OEE visibility.

CogFocus Resolution: Lightweight Go and Rust OPC-UA edge bridges normalizing signals into MQTT Sparkplug B streams.

Edge AI Computer Vision Defect Inspection

Sub-10ms defect classification models running on industrial edge hardware (NVIDIA Jetson / Intel OpenVINO) on high-speed conveyors.

Industry Bottleneck: Human visual inspection misses 15–20% of microscopic micro-cracks and surface weld anomalies.

CogFocus Resolution: YOLOv10 and custom transformer vision models achieving 99.8% accuracy at 120 parts per minute.

Predictive Bearing & Spindle Maintenance

Fast Fourier Transform (FFT) vibration harmonic analysis identifying mechanical fatigue before catastrophic machine shutdown.

Industry Bottleneck: Unplanned industrial machine downtime costs an average of $260,000 per hour across heavy manufacturing.

CogFocus Resolution: TimescaleDB time-series anomaly detection triggering work orders 72 hours in advance of bearing seizure.

3D Factory Floor Digital Twins & OEE

Real-time WebGL interactive factory floor visualizations tracking Overall Equipment Effectiveness (OEE) and bottlenecks live.

Industry Bottleneck: Plant managers rely on end-of-shift paper logs, discovering production line bottlenecks hours too late.

CogFocus Resolution: Three.js web digital twin showing active line throughput, heatmaps, and cycle times in sub-second real time.

INDUSTRY STANDARDS

Certified Industrial Protocol Alignment

Seamless compliance with global industrial automation and cybersecurity standards.

OPC-UA & MQTT Sparkplug

ISA-95 Enterprise Architecture

ISO 9001 Quality Assurance

IEC 62443 Industrial Security

FACTORY MODERNIZATION

Accelerate Your Industry 4.0 Transformation

Connect with our manufacturing software architects to audit your factory PLC telemetry and deploy pilot computer vision models.

Schedule Manufacturing Consultation