In this update, we discuss a position statement from the National Institute of Health and Care Excellence (NICE) on the use of artificial intelligence for evidence generation and publications reviewing the use of real-world data as external control arms. Finally, we discuss a number of recent studies investigating the real-world effectiveness of glucagon-like peptide-1 receptor agonists and whether these studies are informative for reimbursement decision making.