Physicians integrate both general-purpose and clinical AI into daily workflows, increasing pressure on pharma brands to tailor drug content for the distinct requirements and outputs of each AI ecosystem.

Leading healthcare AI startups, including OpenEvidence, Abridge, UpToDate, and Doximity, are rolling out new products and capabilities in the race to compete for physician adoption and investment funding. Companies could gain an advantage by making their products easily integrated into clinicians’ existing workflows, such as their EHRs. Startups should also showcase the outcomes of their technology to influential stakeholders like medical associations to help establish credibility at the clinician level.