The biopharma industry may not have been the fastest adopter of artificial intelligence, but its vast potential means companies of every shape and size know they cannot ignore it. Executives, advisors and investors share their predictions around the impact of AI in 2023.

Deal-making between big pharma and biotech looks set to rise with a looming patent cliff increasing the need for the former to replenish its pipelines. Meanwhile, biotechs need partners to help them advance amid the ongoing big freeze on raising cash on public markets.

Evolving challenges will keep the COVID-19 pipeline active, while oncology, immunology and CNS are areas also expected to see much progress in 2022. Industry executives look forward to the year in therapeutic R&D.

Private Company Edition: Recent VC financings across biopharma sectors include three major mega-rounds as Generate Biomedicines bringing in $370m, followed by $250m for Acelyrin and $125m for Chroma Medicine. Also, Treadwell raised a $91m series B and Ncardia brought in $60m-plus.