KJR

KJR is a national software quality engineering consultancy helping organisations adopt AI with confidence, integrity and real-world impact.

Founded in 1997, it has deep experience in assuring complex systems and emerging technologies. KJR brings technical expertise and robust governance to every AI initiative.

Its trusted AI approach is built on Validation Driven Machine Learning (VDML), a proprietary methodology that addresses key challenges such as data quality, model bias, performance and integration.

VDML follows five stages: 

• define task
• assess risk
• resolve limitations
• validate integration
• monitor production.

By embedding these practices early in the AI lifecycle, KJR ensures solutions are transparent, ethical and aligned with business risk appetite and regulatory expectations.

KJR works closely with executives, technical teams and data scientists to ensure AI solutions are high performing, trusted and compliant.

Through VDML, it helps clients reduce risk, embed trust and lead with confidence in an AI-driven world.

With decades of experience in digital assurance, KJR enables organisations to transform AI into a strategic asset, supporting faster decision-making, stronger compliance and sustainable innovation.

With offices in Brisbane, Melbourne, Canberra and Gold Coast please reach out to us to discuss how AI may best assist you.