Case Studies

Systems We've Integrated

Real inspection systems we've engineered, built, and deployed — from facility assessment to production-floor commissioning.

Nova Sorters

Industrial Color Sorting System — Complete Integration

Food & BeverageColor SortingFull System Integration
Nova Sorters industrial color sorting machine

The Challenge

Nova Sorters needed a complete inspection automation system for their industrial color sorting machines — capable of processing up to 6 tons of material per hour across 3 product lines, with sub-0.1mm foreign object detection and real-time color classification.

The system needed to handle the full pipeline: high-speed image acquisition, AI-driven sorting decisions, and physical reject actuation — all running on-premise with zero cloud dependency and industrial-grade reliability.

What We Integrated

Line-scan cameras

High-speed acquisition across 3 product lines with synchronized triggering

Custom LED bar lighting

Uniform illumination arrays designed for accurate color classification at speed

Backlight panels

High-intensity diffused panels for foreign object detection and shape-based rejection

AI deep learning models

Real-time color classification, defect detection, and foreign object identification

On-device edge compute

On-premise GPU inference — no cloud dependency, sub-millisecond latency

Sub-millisecond reject gates

Pneumatic reject mechanisms with precise timing synchronized to line speed

High-speed conveyors

Integrated material handling with encoder-based speed synchronization

Real-time analytics dashboard

Production metrics, defect rates, and trend visualization for operators and managers

System Architecture

Conveyor Feed
Line-Scan Cameras
LED Lighting
On-Board Inference
Sub-ms Reject
HMI / Dashboard
Cloud View
Edge compute architecture: cameras feeding on-board inference for sub-millisecond AI decisions

Results

3
Product Lines Supported
6 TPH
System Throughput
0.1mm
Detection Accuracy
99.8%
Defect Catch Rate

Integration Timeline

1

Discovery & Requirements

6 weeks

Facility visit, defect characterization, throughput analysis

2

System Design

20 weeks

Camera/optics selection, lighting design, architecture specification

3

Build & AI Training

16 weeks

Hardware assembly, model development, lab validation

4

Install & Commission

20 weeks

On-site installation, PLC integration, production-speed validation

5

Ongoing Support

Continuous

Model retraining, OTA updates, system monitoring

More Projects

More Integrations Underway

We're currently engineering inspection systems for additional industries. Details coming soon.

Pharmaceutical production line inspection
Coming Soon

Pharma & Packaging

Pharmaceutical Blister Pack Inspection

Complete inline inspection system for blister pack verification — tablet presence, seal integrity, and label compliance with 21 CFR Part 11.

Automotive manufacturing floor
Coming Soon

Automotive

Automotive Surface Defect Detection

Multi-camera surface inspection system for machined automotive components — integrated with production line PLC and MES.

Robotic arms on factory automation line
Coming Soon

Robotics & Automation

Vision-Guided Robotic Bin Picking

3D vision system integrated with robotic arm for random bin picking of mixed parts — AI-driven pose estimation with collision-free path planning.

Have an Inspection Challenge?

Let's discuss how a complete, integrated inspection system can solve it.