“BDI-Kit introduces an extensible toolkit addressing a critical bottleneck in data integration by offering both programmatic Python APIs for developers and conversational AI interfaces for domain experts. This dual-approach democratizes data harmonization across heterogeneous schemas and representations, potentially accelerating integrative analysis workflows across industries.”