A Sydney, Melbourne, and Brisbane outlet report on a tech founder, Ruby O’Rourke, who says she built software intended to spot children who are at heightened risk of abuse. O’Rourke describes how, as a child, she experienced abuse and later found that multiple warning signs were missed. She says those omissions motivated her to spend about 12 years developing a system designed to help prevent similar failures for other children.

Across the reports, the company’s central claim is that its tools can identify “most at-risk” children by analysing signals associated with danger and vulnerability. The articles frame the work as an attempt to improve early detection and intervention by highlighting cases that may otherwise not receive timely attention.

The coverage focuses on O’Rourke’s personal account of missed indicators and her effort to translate that experience into technology. The articles do not present additional verified performance metrics in the provided excerpts, but they consistently describe the project as aimed at reducing harm by helping services recognise risk sooner.