Is a PoC the Right Path for Manufacturing AI?
· Hybrid Manufacturing

Is a PoC the Right Path for Manufacturing AI?

PoCs get a bad rap in factories—they often feel like science projects that never leave the lab. They don’t have to. When a PoC is designed to prove scale, not just possibility, it becomes the fastest path to real plant results. This piece distills a candid question from AI Frontiers 2025 into a practical, no-fluff playbook drawn from […]

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Agentic AI in manufacturing does not need to begin with a moonshot
· Hybrid Manufacturing

Agentic AI in manufacturing does not need to begin with a moonshot

Walk any production line and you’ll see the same truth: decisions live on the human–machine interfaces (HMIs) that operators watch all day. If you want agentic AI to help now—not after a multiyear overhaul—start there. Let the assistant read what your people already read: HMIs and SCADA views, historian trends, shift notes, test logs, and […]

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Agentic AI in Manufacturing: Best Practices for Quality, Speed, and Safety
· Hybrid Manufacturing

Agentic AI in Manufacturing: Best Practices for Quality, Speed, and Safety

Answering the audience’s questions At the AI Frontiers 2025 event, one audience member posed a question that goes to the heart of modern manufacturing challenges: “When introducing agentic AI into domain-specific workflows, what best practices help manufacturers improve product quality and decision-making speed while minimizing operational risk, especially in highly regulated or safety-critical industries?” A panel of […]

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GenAI in Manufacturing: Start with Data Quality, Governance, and Quick Wins
· Hybrid Manufacturing

GenAI in Manufacturing: Start with Data Quality, Governance, and Quick Wins

Answering the AI Frontiers Audience’s Question“Generative AI isn’t just about documents. Factories generate huge amounts of sensor data, but turning that into real value with AI is challenging. What should companies tackle first—improving data quality, linking older systems, training teams, or meeting regulatory requirements? And how can they set priorities to get quick results while […]

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AI on the Shop Floor: Turning Predictive Maintenance into Real Results
· Predictive Maintenance

AI on the Shop Floor: Turning Predictive Maintenance into Real Results

For manufacturers, predictive maintenance powered by IIoT and AI is no longer just about advanced analytics in the cloud. The real breakthrough comes when frontline workers can act on those insights in real time. At the IIoT World Manufacturing Day 2023, experts emphasized that the success of predictive maintenance depends not only on algorithms but […]

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