Through AI-GUIDE, we aim to enhance career guidance in vocational education and training by implementing an AI-based methodology and toolkit. Our focus is on personalizing career guidance for students by equipping educators and school leaders with innovative strategies tailored to various educational contexts. This approach not only promotes students' self-reflection and enriches their learning experiences but also alleviates teachers' workloads, ensuring individualized support.