Context-layer AI platform for OEMs and engineering enterprises that unifies fragmented engineering systems (PLM, ERP, CAD, requirements, tests) into a continuous ontology and knowledge graph. Includes a Data Context Hub, Memory for AI, and a Studio for rapid integrations and agent-driven change-impact analysis, enabling change propagation in hours and faster delivery of AI use cases.