David Lareau, President and CEO of Medicomp Systems, argues that healthcare AI is failing not because of poor data quality in isolation, but because clinical data remains structurally fragmented across incompatible coding systems — ICD-10, SNOMED CT, LOINC, RxNorm — none of which were designed to deliver an integrated, patient-centered view. Medicomp’s MEDCIN clinical terminology and Quippe platform are purpose-built to address this gap by providing the connected clinical knowledge graph that makes AI-generated insights trustworthy and contextually accurate at the point of care. Lareau envisions a near-future “activated” data environment in which AI agents pre-assemble and reconcile patient records before each encounter, with clinicians retaining final review authority — but only if healthcare organizations first build on clean, clinically organized data foundations.
