An artificial intelligence (AI) platform for end-to-end product development integrates all stages of the R&D lifecycle, including data acquisition, experiment design, analysis, collaboration, compliance, and commercialization, into a unified system. Unlike traditional systems that operate in silos, it combines the core functionalities of legacy tools such as LIMS, ELN, SDMS, and point analytics solutions into a single, interconnected environment.