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Theia — Automated Crate Inspection System

Fresh produce and poultry supply chains, Australia

A neural-network-powered vision system inspecting nine sides of each crate simultaneously, deployed across fresh produce and poultry supply chains at scale.

Vision Systems
Food & Beverage
Machine Learning
Quality Assurance
Technology
  • 5x Industrial cameras
  • Neural network classification
  • Custom HMI
  • Real-time defect detection
  • Food-grade environment rated
8M+
Crates inspected
95+%
95+%
5
Cameras, 9 sides per crate

The Situation

Food distribution operators rely on reusable plastic crates that cycle through wash processes before re-entering the supply chain. The problem was inspection. Manual assessment was inconsistent, slow, and produced two failure modes that were both costly: missed contamination reaching the supply chain, and excessive false rejections sending clean crates back for unnecessary rewashing.

A reliable, objective inspection method was needed that could operate at line speed without adding manual labour.

The Work

React Automation developed Theia, a purpose-built crate inspection system using five industrial cameras to simultaneously assess nine sides of each crate. A trained neural network processes the imagery in real time, distinguishing genuine contamination from acceptable surface artefacts that a rules-based system would have incorrectly flagged.

The result is a system that makes consistent, objective pass/fail decisions at production speed, with an HMI providing operators full visibility of defect detection across each crate face.

The Result

Missed contamination fell by over 95%. False rejection rates dropped substantially, reducing unnecessary rewash cycles and the operational costs that came with them. Food safety compliance outcomes improved, and the system provided operators with a level of auditability that manual inspection could never deliver.

Theia has now inspected more than 8 million crates in live production.

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(02) 6046-9730