AI is reshaping research, from drafting proposals and academic CVs to automating parts of peer review and assessment. With efforts to reform research assessment in motion, Elizabeth Gadd and Nick Jennings explore how AI is both exacerbating the need for reform and offering potential for delivering reformed assessment mechanisms. They suggest that AI-augmented assessment models, where technology supports – but never replaces – human judgement, might offer a way forward.