Educators considering cognitive apprenticeships with generative AI to support upskilling and retooling should be aware of the potential challenges related to cost, privacy and technical expertise. The costs of implementing generative AI systems can vary depending on factors such as the complexity of the system and the amount of data required for training. Professional and Continuing Education leaders may need new partnerships to help cover upfront costs of hardware, software and training, as well as ongoing maintenance and updates.