The Overlooked Data Problem Slowing Down Manufacturing AI
· Discrete Manufacturing

The Overlooked Data Problem Slowing Down Manufacturing AI

While manufacturers invest in AI and digital twin programs, the Adlib ebook “AI-Powered PLM in Manufacturing” reveals that most of the data required for those initiatives is buried in documents that machines can’t read. Across the industry, 80% of operational data is unstructured, and 90% of it is never used because it sits inside PDFs, CAD […]

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AI May Be Ready for Manufacturing. But Is Manufacturing Ready for AI?
· Artificial Intelligence

AI May Be Ready for Manufacturing. But Is Manufacturing Ready for AI?

For the past few years, manufacturers have heard the same message on repeat: AI is ready for industry. But a quieter question is now being asked inside control rooms and boardrooms alike — is industry ready for AI?At this year’s Honeywell User Group in The Hague, that question came into focus. Beneath the enthusiasm around artificial intelligence […]

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Industrial AI’s Next Phase: Proof Before Scale
· Hybrid Manufacturing

Industrial AI’s Next Phase: Proof Before Scale

At Infinite Uptime’s CXO Circle in Bangkok, the discussion around industrial AI felt different. The room was filled with people who run plants. They weren’t asking whether AI belongs in manufacturing anymore. They were asking how to make it work reliably, across complex environments where every process, every asset, and every operator matters.The consensus was […]

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How Digital Reliability Moves from Maintenance to Performance
· Predictive Maintenance

How Digital Reliability Moves from Maintenance to Performance

In most industrial operations, digital reliability still means one thing: predicting failures before they happen. But as systems mature, that’s no longer enough. The next evolution is about using machine data to drive performance, not just prevention.Seeing What Limits the SystemThe future of reliability depends on two capabilities: understanding residual life and identifying bottlenecks.Residual life assessment estimates how long a […]

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A small valve, a big save: what predictive maintenance catches that SOPs miss
· Predictive Maintenance

A small valve, a big save: what predictive maintenance catches that SOPs miss

Standard operating procedures and interlocks are the backbone of safe, reliable plant operations. They codify best practices, enforce safeguards, and prevent known mistakes from cascading into incidents. Yet some failure modes still hide in plain sight—especially where human actions and manual configurations intersect with automated protections. A recent near-miss on a critical gear pump shows […]

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By 2028, Plants Won’t Just Run Themselves—They’ll Tell You Why
· Hybrid Manufacturing

By 2028, Plants Won’t Just Run Themselves—They’ll Tell You Why

In a few short years, the most visible change inside industrial plants won’t be new machinery—it will be silence. No more scribbled shift logs, no frantic data reconciliation between operators, and no confusion over what happened last night. By 2028, AI-driven plants will explain themselves.From Data Entry to Data FluencyAt the Honeywell User Group in The […]

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The AI Scaling Problem Nobody’s Solving: Why 140 Applications Delivered Zero Scale
· Artificial Intelligence

The AI Scaling Problem Nobody’s Solving: Why 140 Applications Delivered Zero Scale

Jason Schern, Field CTO at Cognite, reveals the uncomfortable truth about industrial AI: companies are building solutions that can’t scale beyond a single site, and it’s killing their ROI.The 140-to-Zero ProblemDuring a recent audit, a large upstream oil company in Asia discovered something shocking: they had developed 140 applications and agents across 11 offshore assets. […]

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When Yield Becomes Sustainability — Redefining Efficiency in Semiconductor Manufacturing
· Discrete Manufacturing

When Yield Becomes Sustainability — Redefining Efficiency in Semiconductor Manufacturing

Sustainability used to sit on the periphery of semiconductor manufacturing — an environmental checkbox managed by a separate team. That era is over. The next generation of fabs is proving that sustainability is not a corporate add-on, but a direct measure of manufacturing performance.As Brian Taylor of Siemens put it, sustainability “is not a separate […]

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Industrial AI in Practice: Siemens Transforms Factory Data into Performance
· Discrete Manufacturing

Industrial AI in Practice: Siemens Transforms Factory Data into Performance

At the Siemens Electronics Factory in Erlangen, Artificial Intelligence is not an experiment—it’s part of everyday production. The facility shows how industrial AI can improve how machines sense, analyze, and act, helping teams turn factory data into measurable results. From assembly to inspection, every dataset contributes to higher process quality, shorter cycles, and smarter energy use.From Connected Data […]

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The End of the Pixel Counter Era — How AI Is Quietly Transforming Semiconductor Manufacturing
· Discrete Manufacturing

The End of the Pixel Counter Era — How AI Is Quietly Transforming Semiconductor Manufacturing

In semiconductor fabs, progress has long been measured in nanometers. But the next great leap isn’t happening on the wafer — it’s happening in how factories see, think, and respond. Artificial intelligence is quietly reshaping inspection, maintenance, and operational decision-making, marking a shift from human reaction to digital foresight.From Human Vision to Machine IntelligenceFor decades, […]

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Modernizing Without Disruption: A Practical Approach to Industrial Data Growth
· Digital Disruption

Modernizing Without Disruption: A Practical Approach to Industrial Data Growth

Industrial operations depend on data historians to record what’s happening on the line or in the field. But as systems evolve toward Industry 4.0, many teams find that their historians weren’t built for what’s next — the volume, velocity, and variety of time series data now generated by sensors, PLCs, and edge devices.Replacing these systems […]

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