AI in Assessment: What to Automate, What to Keep Human AI is already reshaping assessment — but where should human judgement remain central? As the sector explores AI-driven marking and feedback, the challenge is no longer whether to adopt AI, but how to integrate it responsibly. This session takes a practical look at what AI does well — and where it falls short. Drawing on real-world implementation in vocational and apprenticeship assessment, it will explore how to design effective human–AI workflows that maintain quality, consistency, and trust. Attendees will leave with a clear framework for what to automate, what to keep human, and how to balance efficiency with professional judgement — particularly in high-stakes environments such as end-point assessment.