dev environment, not production
Internally developed systems

Products Developed and Operated by DI-DS

DI-DS develops and operates production AI systems with its own investment, which is where the delivery practices used on client work are tested first. The system below is in public operation. The capability demonstrated, the technical approach and the operating characteristics of the deployed system are described, in the same terms a client receives for an application built for them.

Goatie

Computer vision · Re-identification · Edge and cloud hybrid

Goatie is a computer vision and records platform that evaluates animal movement, structure and handling from ordinary phone video and maintains a longitudinal record across a season. It is deployed for youth agricultural programs.

Capability demonstrated

Object detection and animal re-identification across sessions on a hybrid edge and cloud architecture, with explainable outputs that carry reasoning and a confidence level. Applicable to any monitoring task requiring identity persistence across captures.

Technical approach

Detection and re-identification run at the edge with cloud aggregation. Supporting models estimate mass from body measurements, extract structured data from receipts, and surface trends across longitudinal records. Every inference states its reasoning and confidence, and the system is positioned as decision support.

In operation

Detection and re-identification at 6.5 ms per frame, AP50 0.88, on the hybrid architecture.