Purpose-built, domain-aware AI systems are transforming experimental design, accelerating discovery, and reshaping the role of laboratory leadership in R&D environments
As federal oversight shifts across multiple regulated sectors, lab managers must rely on internal governance and judgment to maintain safety, quality, and scientific integrity
When instruments speak different data languages, insights stall. Ontologies provide the shared structure labs need to standardize data and scale automation