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 and wastewater utilities in at least seven states had reported incidents involving internet-facing PLCs. Attackers changed IP addresses and passwords, and the FBI reported operational […]
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Physical AI systems that interpret sensor telemetry, predict equipment behavior, and trigger automated responses require two data capabilities that traditional historians were not designed to provide: high-resolution historical datasets for model training and continuous real-time telemetry for inference. In a new article, Conrad Chuang of InfluxData identifies four specific gaps between what historians deliver and […]
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Two-thirds of manufacturers now report very or extremely complex product portfolios, a 20-point jump in a single year according to Tacton’s 2026 State of Manufacturing Report, which surveyed 280 leaders across eight countries. That complexity is bleeding revenue: 62% experience moderate to severe margin loss between quote and delivery, and 43% cite customization as the […]
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Fifty-seven percent of manufacturing executives report that inadequate data quality hampers AI use-case development, according to MIT Technology Review. Meanwhile, 85% of digital transformation projects fail to deliver ROI due to integration issues (ServiceNow CEO Bill McDermott), and more than 70% remain stuck in the pilot phase (McKinsey). The common thread across these failures is […]
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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 previous year (Industrial Cyber). Per Dragos data compiled by DeepStrike, 25% of incidents caused full OT-site shutdowns. Unplanned downtime on an automated assembly line costs […]
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Manufacturers generate enormous volumes of data from machines, equipment, and enterprise systems, yet 84% of companies report that data access is slowing them down, according to a panel discussion at IIoT World featuring experts from HighByte, HiveMQ, CrateDB, and Deloitte. The session, moderated by Hamish Mackenzie, examined why data usability, governance, and architecture are the […]
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According to BMW Group, the automaker runs virtual replicas of more than 30 production sites where employees test layout changes before a single physical tool moves. Unilever and Accenture reported in June 2026 that AI-enabled digital twins across five manufacturing sites in four countries delivered site-specific results including 20% waste reduction at Raeford, NC and […]
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Cognex reported that Schneider Electric doubled its production yield and eliminated most false rejects after deploying the OneVision AI vision platform across its manufacturing lines. At a 1,200-parts-per-day facility, AI-based inspection saves $342,000 per year compared to manual quality checks, with an 8-month payback period and 374% three-year ROI. AI vision systems detect defects at […]
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Manufacturers that ship AI agents into production report an average return of 171% on investment and a 34% gain in production efficiency, according to 2025-2026 enterprise deployment data. These results span multiple industrial AI use cases, from predictive maintenance and quality inspection to autonomous order processing and supply chain optimization. At the same time, Gartner predicts […]
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Tesla’s Optimus program holds an estimated 1,000 to 1,200 humanoid robot units deployed across Fremont and Giga Texas as of mid-2026, yet the company reports zero external sales, publishes no uptime figures, and Musk himself described those units on the Q4 2025 earnings call as “primarily for learning and data collection rather than performing productive […]
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Rockwell Automation’s FactoryTalk Design Studio Copilot now runs Nemotron-Nano-9B-v2, a 9-billion-parameter open-source model from NVIDIA, directly on HMI panels and air-gapped edge appliances on factory floors. Siemens expects its Electronics Factory in Erlangen, Germany to become the first fully AI-driven adaptive manufacturing site in 2026, built on a joint platform with NVIDIA that delivered a […]
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This article is part of an awareness campaign. Editorially Independent, Sponsored by TDK SensEI.Manufacturers testing AI agents for maintenance face a dependency most teams overlook: the agent is only as reliable as the prediction feeding it. When a diagnostic agent pulls machine manuals, checks parts inventory, and schedules a technician based on a false alarm, […]
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