Many AI initiatives in engineering start with promising pilots but struggle to scale into production environments.
The Scaling Industrial AI from Pilots to Value whitepaper outlines a practical reference architecture for applying AI across the product lifecycle in manufacturing. The document focuses on how organizations can connect existing engineering systems, structure product data, and deploy domain-specific workflows that make AI usable in daily operations.
The architecture spans R&D, production, and aftersales, and addresses common barriers such as siloed engineering data, fragmented tool landscapes, and AI projects that never move beyond prototypes.