Custom Software Engineering For Manufacturing & Industry 4.0
We build industrial-grade digital infrastructure for high-throughput smart factories—from sub-second IIoT sensor telemetry and cloud MES to conveyor edge AI defect inspection and predictive maintenance vibration models.
Sub-second PLC line telemetry eliminating micro-stops & bottleneck cycles
Edge vibration FFT models predicting bearing & motor breakdown before failure
High-speed conveyor computer vision catching sub-millimeter surface flaws
Automated closed-loop tolerance adjustments syncing directly to CNC controllers
Mission-Critical Software For
Modern Smart Factories
From high-throughput automotive assembly plants to high-precision aerospace CNC facilities, we build industrial-grade software that maximizes uptime, digitizes shop floor workflows, and eliminates manufacturing defects.
IIoT Telemetry & SCADA/PLC Edge Bridges
Connect legacy and modern shop floor machinery via OPC-UA, MQTT, and Modbus TCP. We deploy hardened edge gateways that normalize high-frequency telemetry across Siemens S7, Allen-Bradley, and Fanuc controllers into unified sub-second time-series streams.
Cloud MES & Real-Time OEE Analytics
Replace whiteboards and clipboards with real-time Manufacturing Execution Systems. Track shift-by-shift availability, performance ratios, and quality yields. Automatically categorize micro-stops and idle cycles with instant operator touchscreen logging.
Edge AI Computer Vision Defect Inspection
Deploy high-speed industrial camera pipelines running optimized TensorRT models directly on assembly conveyors. Detect surface scratches, weld cracks, missing fasteners, and dimensional tolerances at 60+ FPS without slowing line speeds.
Predictive Maintenance & Vibration Anomaly Models
Eliminate catastrophic spindle and motor failures. Our ML algorithms analyze high-frequency vibration FFT spectra, temperature drift, and motor current signatures to trigger automated CMMS work orders weeks before equipment breakdown.
Smart Warehouse, RFID & Digital Kanban ERP Sync
Automate raw material inventory replenishment with RFID gate scanners and digital e-Kanban boards. Seamlessly sync Bill of Materials (BOM) consumption directly with SAP S/4HANA, Odoo, or NetSuite, eliminating stockouts on active assembly lines.
Digital Twin & Interactive 3D Shop Floor Simulation
Visualize factory operations in immersive 3D WebGL digital twins. Monitor line throughput in real time, simulate layout retooling, identify physical bottlenecks, and track Autonomous Mobile Robots (AMRs) moving pallets across the plant floor.
Solving The Core Roadblocks In
High-Volume Manufacturing
Theoretical IoT dashboards don't keep stamping lines running. Here is how our purpose-built engineering dismantles the most punishing bottlenecks on the plant floor.
Catastrophic Unplanned Machinery Breakdown & Line Stoppage
When a multi-axis CNC spindle, extrusion press, or stamping die fails unexpectedly, entire downstream assembly lines halt, causing $15,000+ per hour in lost throughput and rush technician overtime.
We install low-latency edge sensor gateways that continuously compute vibration Fast Fourier Transforms (FFT) and thermal gradients, alerting maintenance crews days before mechanical seizure occurs.
Ghost Micro-Stops & Manual End-of-Shift Paper Logging
Operators record downtime on paper clipboards or retrospective spreadsheets, concealing frequent 2-to-5 minute sensor jams and feeder misalignments that secretly erode plant OEE by 20% to 30%.
Our cloud-native MES interfaces directly with PLC cycle signals, automatically categorizing machine stoppages and providing operators with 1-tap touchscreens to record exact root causes instantly.
Manual Inspection Fatigue & Escaped Quality Flaws
Human quality controllers inspecting hundreds of parts per hour inevitably suffer cognitive fatigue, allowing micro-scratches, porosity defects, or missing components to ship to tier-1 clients.
We engineer high-speed computer vision inspection cells using custom-trained convolutional networks on NVIDIA Jetson edge nodes, evaluating dimensional tolerances at line speed with 99.4% precision.
Siloed Legacy Machinery Trapped Behind Antiquated Serial Buses
Plants rely on durable 15-year-old stamping presses and lathes that use RS-232, Modbus RTU, or legacy PLC protocols incapable of communicating with modern cloud analytics or ERP platforms.
We design hardened protocol-bridge edge appliances running Node-RED and custom C++ drivers that translate legacy serial telegrams into unified OPC UA and encrypted MQTT JSON payloads.
Raw Material Stockouts Mid-Shift Due to Delayed ERP Tallies
Inventory updates in legacy ERP systems lag physical usage by 12 to 24 hours, leading to abrupt stockouts of vital sub-assemblies and halting scheduled production batches unexpectedly.
Our digital e-Kanban and RFID inventory tracking system automatically decrements Bill of Materials (BOM) stock as each finished unit passes end-of-line verification, triggering instant replenishment.
Built With Modern
Industry 4.0 Standards
Our technology stack bridges the gap between Operational Technology (OT) and Information Technology (IT)—ensuring 24/7 determinism, rock-solid security, and sub-second latency across every assembly node.
Industrial Protocols & Edge Gateways
Hardened edge appliances and real-time industrial communication drivers
High-Velocity Ingestion & Time-Series Data
Distributed telemetry pipelines handling millions of sensor readings per second
Edge AI & Industrial Computer Vision
Sub-millimeter defect detection and deep neural inspection models
Cloud MES, Digital Twin & ERP Bridges
Enterprise operations layers connecting shop floor metrics to executive ERPs
Proven Results On
Active Production Floors
We don't build proof-of-concept toys that stall in pilot purgatory. Our software is proven across high-volume automotive, aerospace, and high-tech manufacturing plants.
Tier-1 Automotive Chassis & Stamping Supplier
The Friction: Persistent 3-to-5 minute hydraulic press micro-stops and unpredicted spindle bearing burnouts causing $120,000 monthly in emergency downtime and weekend overtime shifts.
Our Engineering: Deployed 64 industrial vibration & temperature telemetry gateways with an automated edge-to-cloud MES, linking Siemens S7 PLCs directly with maintenance dispatch tablets.
Aerospace Precision CNC Machining Facility
The Friction: Expensive scrap rates on 5-axis titanium jet engine turbine blades caused by manual tool wear estimation and retrospective paper-based dimensional CMM inspections.
Our Engineering: Engineered a closed-loop CNC telemetry integration with InfluxDB and high-resolution acoustic emission sensors, dynamically adjusting feed rates and tracking micron tool wear.
High-Volume Electronics & SMT PCB Assembly
The Friction: Human optical inspectors failing to catch solder bridging and misoriented 0201 micro-capacitors on high-speed circuit boards moving at 12,000 boards per day.
Our Engineering: Implemented NVIDIA Jetson Orin edge computer vision cells running custom-trained YOLOv8 defect models at 60 FPS, with automated e-Kanban feeder replenishment alerts.
Frequently Asked
Technical Questions
Clear answers about OT/IT network integration, legacy machine connectivity, cybersecurity, and production deployment timelines.