Point-cloud analytics — Railways

The challenge

Data existed but lived in spreadsheets and legacy systems, so decisions were made on instinct rather than evidence.

What we built

A phased rollout: a measured pilot first, then scale-out. The core runs on Open3D with PyTorch, integrated into existing systems through PostGIS.

Delivery timeline

1. Phase 1

   Discovery sprint and site survey

2. Phase 2

   Prototype built and tested in the Motera lab

3. Phase 3

   Pilot on site with before/after measurement

4. Phase 4

   Scale-out, training and handover

Highlights

• Operator training delivered in Gujarati, Hindi and English
• Safety case reviewed with the client's EHS team
• Runs on-premises; no data leaves the site unless agreed
• Before-and-after measurements agreed with the client up front