Tenacity AI deploys computer vision models on manufacturing floors to detect equipment degradation before failures occur, reducing unplanned downtime for automotive, food processing and mining equipment operators. The Adelaide-based team works with major plant managers across South Australia and has integrated with legacy PLC systems without requiring hardware replacement. Their models achieve 94% precision in early fault detection across diverse operational conditions.