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How should a manufacturer decide whether an AI use case carries acceptable risk before deployment? Benson Chan of Strategy of Things answers an audience question on risk classification with a…
How should manufacturers maintain AI consistency across a global factory network? When a model update resets the trust operators have built, do you interrupt automation to re-validate? Sanjay Mahato of…
Most predictive maintenance implementations stopped at anomaly detection, flagging that something seemed wrong without identifying what or when. Boris Scharinger of Siemens, author of Industrial AI: From Pilot to Profit,…
Neil Smith of Schneider Electric and Andrew Waycott of TwinThread answer six audience questions on building the CFO business case for industrial AI, data readiness, OEM-operator data sharing, industry-specific adoption barriers, cybersecurity safeguards, and the organizational change required to move…
Who owns the failure when an AI system acts without a human in the loop? How do manufacturers overcome workforce resistance that 25.7% of CPG companies cite as a barrier…
Should manufacturers run domain-specific small language models at the edge? Where do LLMs add value in manufacturing production planning? Can you test AI on a digital twin before production? Neil…
A plant running 20 or more vendors now faces each vendor deploying its own AI agent with its own access model and its own integrations to other systems. At the…
In July 2026, a coordinated cyberattack targeted operational technology at more than 30 community water systems in Minnesota, prompting the FBI and EPA to issue a broader warning that water…
Manufacturing has been the most-attacked sector globally for multiple consecutive years, based on tracking by IBM X-Force. Ransomware demands against manufacturers averaged $1.16 million in 2025, more than double the…
I started out as a control systems engineer, working in plants where everything important happened in one place. There was just one site, one control room, and one process to…
EDF Power Solutions North America manages 16 gigawatts of power across wind, solar, and battery energy storage systems, with equipment from dozens of OEMs that was never designed to interoperate.…
Industrial IoT has transformed many aspects of modern infrastructure. Smart sensors, connected substations, and advanced analytics are now common components of energy system modernization. Yet one of the most critical…
Explore 2,500+ resources on Industrial AI, predictive maintenance, energy optimization, and OT cybersecurity from industry practitioners and technology leaders. Explore our analysis of the top 7 ICS/OT cybersecurity trends for 2026, covering AI-powered attacks, Zero Trust for OT, and NIS2 compliance.
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