The project develops an innovative training curriculum that integrates AI, IoT, data analytics, and sustainability principles, ensuring learners acquire both theoretical knowledge and practical capabilities. Through the creation of a Smart Learning Lab, hands-on resources, and an accessible MOOC platform, AIM-LEARN offers engaging and flexible learning pathways that reflect real industry scenarios. AIM-LEARN targets VET students and teachers, higher education learners, industry professionals, SMEs, and policymakers. By piloting the training in all partner countries, the project ensures the relevance and transferability of its outputs across Europe, contributing to a more skilled and digitally empowered workforce. The main results include a validated AI Predictive Maintenance Competence Framework, a complete training course supported by case studies and micro-credentials, and an online learning environment offering personalized self-assessment tools. These outcomes aim to improve workforce readiness, enhance industry–education collaboration, and promote sustainable industrial practices through reduced waste, optimized resource use, and increased operational efficiency. AIM-LEARN is a European initiative designed to strengthen the development of AI-driven predictive maintenance skills within vocational and lifelong learning. The project addresses the growing need for qualified professionals in artificial intelligence, machine learning, and industrial digitalization, creating a comprehensive competence framework aligned with EQF and ESCO. Its goal is to modernize training systems and better connect educational programmes with the rapid technological evolution of the industrial sector. The project develops an innovative training curriculum that integrates AI, IoT, data analytics, and sustainability principles, ensuring learners acquire both theoretical knowledge and practical capabilities. Through the creation of a Smart Learning Lab, hands-on resources, and an accessible MOOC platform, AIM-LEARN offers engaging and flexible learning pathways that reflect real industry scenarios. AIM-LEARN targets VET students and teachers, higher education learners, industry professionals, SMEs, and policymakers. By piloting the training in all partner countries, the project ensures the relevance and transferability of its outputs across Europe, contributing to a more skilled and digitally empowered workforce.