In this talk I’ll share the hard-earned truths from applying GenAI in production for manufacturing at HP: where it actually delivers value, where it breaks (data, integration, latency, reliability, safety/compliance, culture and adoption), and what we changed in our approach to make it usable for operators and engineers.








