The Industrial IoT Blog
IIoT Insights by Henry Costa
Tag: Predictive Maintenance
A maintenance approach that uses data and analytics to predict equipment failures before they happen. It reduces downtime, lowers costs, and improves asset reliability.
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Top 10 IIoT Use Cases to Watch in 2026
Read more: Top 10 IIoT Use Cases to Watch in 2026Every year, we see new IIoT trends, new buzzwords, and new “top use case” lists. But inside a plant, the reality is usually much simpler. People don’t come to work excited about Industrial IoT. They come to work hoping the…
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Why Edge Data Contextualization Is Key for AI in Manufacturing
Read more: Why Edge Data Contextualization Is Key for AI in ManufacturingIf you’ve ever tried to get meaningful insights from a plant’s data, you know the struggle. You wire up a sensor, push the data to the cloud, and… good luck figuring out if “Tag_123” is a temperature, a pressure, or…
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Closing the Loop: Agentic AI and IIoT in Self-Correcting Manufacturing
Read more: Closing the Loop: Agentic AI and IIoT in Self-Correcting ManufacturingIf you work in manufacturing today, you’re probably hearing a lot about “Agentic AI” and self-correcting systems. I’ve spent the last two decades watching factories evolve from islands of automation to fully connected, data-driven environments. We moved from PLCs talking…
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Edge AI Is Transforming IIoT with Real-Time Decisions
Read more: Edge AI Is Transforming IIoT with Real-Time DecisionsLet’s break it down simply. Edge AI means running artificial intelligence—things like machine learning models—directly on devices at the “edge” of your network. That’s usually right where the machines, sensors, and cameras are, not in some far-off data center. Why…
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How IIoT and AI Are Transforming Maintenance & Asset Tracking
Read more: How IIoT and AI Are Transforming Maintenance & Asset TrackingIIoT and AI are changing maintenance and asset tracking; it’s not hype, and it’s not just for big manufacturing conferences. I’ve seen the shift up close, from the early days of connecting a few machines to the reality today—where we…
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How AI Is Driving IIoT Market Growth
Read more: How AI Is Driving IIoT Market GrowthAI and automation are pushing the boundaries of what’s possible, and they’re changing how we all work — from the plant floor to the boardroom. I’ve seen this play out over the past years, and I want to share what’s…
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Model Context Protocol (MCP) Explained: Making IIoT Smarter
Read more: Model Context Protocol (MCP) Explained: Making IIoT SmarterIf you work in industrial automation or manufacturing, you know the pain of getting data from machines, sensors, and systems into the hands of people and AI tools that can actually use it. The Model Context Protocol (MCP) is a…
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Large Language Model (LLM) Integration with IIoT for Real-Time Industrial Intelligence: What I’ve Really Seen
Read more: Large Language Model (LLM) Integration with IIoT for Real-Time Industrial Intelligence: What I’ve Really SeenLarge language models (LLMs) like GPT-5 are starting to show up in industrial settings, and—if you ask me—they’re about to change how we think about real-time intelligence on the shop floor. I’ll break down what I’ve actually seen, what works,…
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Current Trends in IIoT Applications – Insights from 2025
Read more: Current Trends in IIoT Applications – Insights from 2025Let’s talk about what’s actually changing on the factory floor with IIoT right now—not what slide decks and vendor pitches promise, but what’s really happening when teams connect machines, data, and people across different plants and industries. Some of these…
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Industry 5.0: Human-Centric, Sustainable & Resilient IIoT
Read more: Industry 5.0: Human-Centric, Sustainable & Resilient IIoTIndustry 5.0 might sound like a buzzword, but underneath it’s about something real: putting people back at the center of manufacturing. It’s about making factories not just smarter, but also more human, sustainable, and resilient. I’ve spent the last 20…
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Digital Twins: Bridging the Physical and Digital Worlds
Read more: Digital Twins: Bridging the Physical and Digital WorldsIf you’ve spent any time in a plant or a control room, you know there’s a gap between what’s happening on the floor and what’s visible on the screens in the office. That’s the gap digital twins are meant to…