AI for Manufacturing Operations
From quality assurance to production planning, we help manufacturers apply AI systems that improve throughput, consistency, and operational visibility.
Real-Time
Pipeline Inspection Alerts
24/7
Continuous Video Monitoring
Offline
Factory Floor Deployment Ready
Automatic Visual QA
Defect detection on production lines
Vision systems inspect products directly on the pipeline and trigger alerts when defects appear, helping manufacturers prevent costly downstream issues.
Production Video Analytics
Machine activity and load tracking
AI models analyze field and factory video feeds to understand production activity, monitor machine usage, and report operational metrics into BI systems.
Operator Safety Monitoring
Transition and proximity detection
Custom ML pipelines detect operator interactions around machinery, helping teams reinforce safety practices and identify risky behavior patterns early.
Planning Optimization
Forecasting and throughput visibility
Predictive models surface production bottlenecks, improve planning decisions, and give operations teams clearer visibility into throughput and consistency.
Computer Vision for Machinery Safety & Load Monitoring
UPM, a global forestry company
Unsafe operator mounting and dismounting of heavy machinery raised accident risk, while trailer overloading and limited visibility into machine activity hurt efficiency. All of it had to be understood from existing onboard video footage, without new sensors on the equipment.
We built a video-processing pipeline that detects mounting and dismounting events and saves labeled segments with structured metadata to cloud storage. A second pipeline analyzes footage to detect overloads and estimate trailer load as a percentage, delivering both models with full documentation and sample inputs and outputs.
The client can now identify unsafe machinery access to enforce safety protocols and support operator training, while accurate load estimation prevents overloading and improves resource planning — reducing accident risk, equipment wear, and downtime.
Safer access
Data-driven safety enforcement
Load %
Accurate trailer load estimation
Onboard
Video, offline-ready deployment
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Ready to Put AI on Your Factory Floor
From visual QA on the line to planning optimization, we build production AI systems designed for real factory-floor constraints.