Manufacturing systems built for throughput and uptime.
Computer vision quality control, predictive maintenance, edge AI on the factory floor, industrial IoT, and OT cybersecurity. We build manufacturing technology that catches defects before recall, predicts failures before downtime, and runs reliably under production load.
Reduction in unplanned downtime
Cloud-to-edge cost reduction (peer benchmark)
CO₂ reduction via ML-optimized ops (peer benchmark)
Edge inference on factory floor
What we build
Manufacturing technology that prevents downtime.
Computer Vision Quality Control
Real-time defect detection on the production line. Models trained to catch scratches, misalignments, missing components, and dimensional errors at speeds and accuracy humans cannot match.
Predictive Maintenance
ML models on equipment sensor data flag deteriorating performance before breakdown. Reduce unplanned downtime up to 50% and maintenance cost up to 25% — measurable on production metrics.
Edge AI on the Factory Floor
Inference at the device — sub-100ms latency, no cloud round-trips, operates during network disruptions. Optimized for ASIC, GPU, and FPGA hardware. Production-grade hybrid edge + cloud architectures.
Industrial IoT & Telemetry
Sensor data ingestion at scale, normalized and stored for real-time decisions and historical analytics. OPC UA, MQTT, Modbus integration into modern data platforms.
Smart Factory Automation
AI-augmented orchestration across robotics, conveyor systems, and production control. Optimization across many variables — routing, scheduling, allocation — with measurable throughput gains.
OT Cybersecurity
Operational technology security: anomaly detection on industrial networks, segmentation between IT and OT, compliance with IEC 62443 and NIST SP 800-82. Manufacturing is among the most-targeted industries for ransomware.
Sound familiar?
Manufacturing problems we solve every month.
“Defects ship to customers because human inspection misses fine detail at line speed.”
We build computer vision systems that inspect every part at production speed — millimeter-level accuracy, deployed at the edge for sub-100ms latency. Catches defects on the line, not after recall.
“Unplanned downtime costs us hundreds of thousands per hour. Reactive maintenance is killing us.”
We build ML-driven predictive maintenance from your sensor data. Detect equipment deterioration before breakdown. Plant operators move from reactive to scheduled maintenance — peer benchmarks show ~50% downtime reduction.
“Our data is locked in PLCs and SCADA systems. Engineers cannot get answers without IT tickets.”
We build industrial data platforms that normalize OPC UA, MQTT, Modbus, and proprietary protocols into modern stacks. Engineers query their own data; analytics flow without IT bottleneck.
Further reading for manufacturing
Engineering deep-dives on edge AI, computer vision, and predictive maintenance.
Ready to build
Let's build manufacturing tech that prevents downtime.
45 minutes with our manufacturing engineers. We'll review your production data, equipment, and operational pressures — and tell you honestly what AI and automation can capture for you.