Enterprise AI Adoption, Physical AI & Workforce Readiness Bottleneck

Practitioner examples from NVIDIA, Cisco, SanDisk and Marvell reinforce that AI ROI depends on workflow and data foundations, bounded autonomy and sandbox testing; results remain company-reported anecdotes. Workforce readiness, adult learning and CIO–CHRO alignment remain central, while a European founder survey says physical AI is reaching factory customers but procurement, pilot conversion and scale-up capital impede growth. Production outcomes remain unverified.