You installed the sensors. You bought the AI license. You hired the data scientist. Yet your million-dollar pilot is stuck, delivering quirky answers that no one on the floor dares to trust. The problem isn’t your algorithm. It’s the coffee-stained, handwritten maintenance log from 1998 that your new AI has no idea how to read.In […]
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Manufacturing knowledge is fragmented and mostly unusedEuropean manufacturers collectively hold decades of deep production knowledge: how materials behave, how machines are tuned, how quality issues emerge, how processes fail and recover. Yet this knowledge remains locked inside individual companies, plants, and teams. It is applied locally, rarely reused, and almost never scaled.At the same time, […]
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Why Manufacturers Can’t Scale Digital Innovation Without Internal Data GovernanceThe real blocker isn’t technology, it’s trustManufacturers often agree that wider data sharing across plants, partners, and supply chains is necessary to stay competitive. The goals are practical: improving efficiency, reducing friction in collaboration, and turning operational data into measurable value. Yet many initiatives never move […]
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Before an energy company can use artificial intelligence to predict a pipeline fault or optimize a drilling schedule, it must solve a physical problem. The industry’s most valuable data isn’t in the cloud; it’s in filing cabinets, on shared drives, and in the handwritten logs of technicians nearing retirement. This legacy knowledge, decades of inspections, […]
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In the fast-paced world of industrial automation, manufacturers face a brutal dilemma. On one hand, the market moves at breakneck speed, demanding agility and new digital capabilities. On the other hand, plants are filled with assets that have been operating for decades.For years, the industry solution was the dreaded “rip and replace”, tearing out expensive […]
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Executive Summary: The Industrial AI State of Play 2026The ARC Industry Leadership Forum 2026 revealed a definitive structural divide in the industrial sector. While 12.9% of “Pacesetters” have successfully scaled AI by decoupling intelligence from hardware via Industrial Data Fabrics (IDF), the remaining 87% struggle with basic connectivity and “pilot purgatory.”Top 3 Actionable Insights: From Assistance to Agency: Industrial AI has evolved from […]
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The manufacturing sector faces a persistent tension: should organizations build all digital capabilities in-house or leverage external partners? The answer, increasingly, is neither—it’s both, strategically combined.The Cost of Doing Everything YourselfMany industrial leaders assume that maintaining complete control over digital transformation requires building every capability internally. This approach creates hidden costs that compound over time. […]
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How Industrial AI Is Transforming Operations, Workforce, and Decision-Making at ScaleCognite’s Impact 2025 made one thing clear: the era of reactive operations is over. Across both days, the narrative centered on proactive intelligence, powered by industrial AI and large language models, that augments human expertise, transforms operations, and scales across industries and geographies. AI at the […]
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When factories run on thin margins and even a few minutes of downtime can cost millions, the conversation about autonomous AI shifts from can we to should we. At the “Agentic AI in Manufacturing: From Copilots to Autonomous Systems” session during AI Frontiers 2025, organized by IIoT World, the audience put this challenge directly to the panel: In sectors where downtime […]
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Across the industrial sector, many companies launch promising IIoT pilots. Yet only a fraction of them manage to expand those proof-of-concepts into enterprise-wide deployments. The difference isn’t usually about ambition—it’s about execution. At AI Frontiers 2025, our speakers explored this very challenge, outlining what separates pilots that fizzle from those that successfully scale.Data Foundations FirstScalable […]
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AI is moving faster than most industries can digest. According to data cited during a recent IIoT World session, AI capability is now doubling every 3.5 months—a 100x improvement in a single year. That’s not evolution; that’s exponential transformation. For industries like manufacturing and energy, the real question isn’t whether AI will shape the future, but […]
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You can tell something’s shifting in manufacturing—not by the headlines, but by the way small teams are solving problems that used to be ignored. At IIoT World’s Manufacturing Day in May 2025, a group of founders and CEOs joined a refreshingly candid discussion about what it really takes to move the needle in industrial innovation. […]
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