
AI can improve recruitment only when it is embedded in protocol design, EHR-enabled matching, patient engagement, site workflow, and governance. The highest-value near-term use cases are human-in-the-loop decision-support applications with documented context of use, validation, privacy controls, and bias monitoring.























