An early pipeline framework for assessing vendor AI solutions to support return on investment.
expert_opinion · Level V
Where this comes from
- Record sourced from PubMed, PMID 40523928.
- Also identified by DOI 10.1038/s41746-025-01767-z and PMC identifier 12170878.
- Licence recorded as CC BY-NC-ND.
- Because redistribution is not established, this page shows the abstract only. Follow the links below for the full text.
Abstract
The success of AI solutions in health systems depends on governance from use case inception through deployment and auditing. This proposed early pipeline governance framework for vendor AI solutions highlights a four-pronged approach: strategic alignment, executive sponsorship, impact and value case assessment, and risk assessment. Each component can be scaled to health systems of any size and the risk and impact assessments can take place simultaneously or sequentially.