What AI Must Prove Before Operators Act
Seventy-two percent of manufacturers have adopted AI in some form, but only 10% have deployed it at scale, according to Parsec's 2026 State of the Manufacturing Industry Report. The governance…
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Seventy-two percent of manufacturers have adopted AI in some form, but only 10% have deployed it at scale, according to Parsec's 2026 State of the Manufacturing Industry Report. The governance…
An AI model that works at one factory runs on known data, connects to a handful of systems, and depends on one team that controls the scope. Scaling that same…
When an AI agent recommends a process change on a pharmaceutical production line, the recommendation itself is secondary. The defensible record of how the agent reached that recommendation is the…
Agentic AI platforms are reshaping security operations in corporate IT environments where speed is the primary design goal. Critical infrastructure operates under different constraints. NERC CIP-007, IEC 62443-2-3, and NIST…
No single standard covers AI in manufacturing, and if one phishing click can reach OT, the architecture is already broken. Gary Tillery of Skkynet and Matt Morris of EverLine answer…
Boards make OT risk decisions they do not know they are making. AI agents change behavior with every model upgrade and carry no personal accountability. The most likely AI failure…
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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