Designing and making machines that provide end users with improved Overall Equipment Effectiveness and increased productivity is the lifeblood of most machine builders. Machine learning offers the potential to predict component failure, reduce unplanned downtime and enable enhanced predictive maintenance. However, implementing this technology is frequently seen as expensive in time and money and challenging as well as requiring specialist IT skills. This presentation presents new and practical AI solutions for machine builders or end users to incorporate in their (new or existing) machines.