Manufacturing
AI and robotics across the factory floor
From the inspection station to the warehouse dock, every pillar below covers real, recurring problems on a production line.
Quality Inspection & Computer Vision
Catch defects at the speed of the line, not at the end of the shift.
Predictive Maintenance
Fix equipment before it fails, not after the line stops.
Production Monitoring & Optimization
See what's actually slowing the line down, in real time.
Robotics & Automation
Physical automation guided by real perception, not fixed scripts.
Supply Chain & Inventory
Know what's on the shelf and what's coming, without a manual count.
Safety & Compliance
Catch the unsafe moment before it becomes an incident report.
End-to-end workflows, not just point solutions
Each of these plugs into the systems you already run — MES, ERP, QMS, CMMS — instead of becoming another siloed tool nobody opens.
Incoming Quality Inspection
Every incoming batch is imaged and scored against spec before it reaches the line, flagging out-of-tolerance shipments automatically.
Production Line Downtime Response
When a line stops, the system captures machine state, notifies the right technician, and logs the incident for root-cause review.
Predictive Maintenance Work Orders
Vibration and thermal signals trigger maintenance work orders automatically, before a bearing actually fails.
End-of-Line Quality Audit & Release
Finished units are vision-checked against the full spec sheet before being cleared for shipment.
Non-Conformance Reporting
Defects are logged, categorized and routed to the right team automatically, with full traceability back to the batch.
Shift Handover Reporting
OEE, downtime and quality metrics are compiled automatically at shift change, no spreadsheet required.
Supplier Quality Audit Trail
Every incoming shipment's inspection results feed a supplier scorecard, updated automatically.
Safety Incident Documentation
PPE violations and near-misses are logged with timestamped video evidence for compliance review.
Built on modern industrial technologies
Computer Vision
NVIDIA Jetson
OpenCV
PyTorch
TensorFlow
Defect Detection Models
Robotics & Control
ROS / ROS2
Motion Planning
PLC Integration
SCADA
Digital Twin
IoT & Sensors
MQTT
Vibration Sensors
Thermal Imaging
Edge Gateways
OPC-UA
Systems Integration
SAP
MES Platforms
QMS Integration
CMMS
Historian Databases
From pilot line to full rollout
Floor Assessment
Walk the line to identify where AI actually moves the needle, not just where it's easy to demo.
Pilot Deployment
Validate on one line or one station before touching the rest of the plant.
Systems Integration
Connect into MES, ERP and QMS so results show up where your team already works.
Plant-Wide Rollout
Scale the validated pilot across additional lines and shifts with minimal disruption.
Ongoing Tuning
Models and thresholds get refined as production conditions change, not left to drift.
Engineering that understands the factory floor
We Work Around Your Production Schedule
Deployments are planned around shift changes and maintenance windows, not the other way around.
Built to Survive the Factory Environment
Vibration, dust and inconsistent lighting are the default, not the exception, in our testing.
Integrates With What You Already Run
We connect into existing MES, ERP and QMS systems instead of asking you to replace them.
Robotics and Software in One Team
The same engineers who write the vision model also handle the embedded and control layer underneath it.
Outcomes, not just deliverables
Illustrative case studies — to be replaced with verified client results.
Computer Vision Quality Inspection Across 3 Lines
Deployed a real-time defect-detection model across three production lines, replacing manual end-of-line spot checks.
Read case study →
Predictive Maintenance for a Bottling Line
Vibration sensors on critical motors feed a model that flags failure risk days before a breakdown would occur.
Read case study →
Robotic Palletizing Cell for a Packaging Plant
Integrated a vision-guided robotic cell that handles mixed case sizes without manual reprogramming per SKU.
Read case study →