The Industrial IoT Blog
IIoT Insights by Henry Costa
Category: Industry 4.0
Exploring the technologies and mindsets shaping the next era of smart manufacturing.
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Industrial DataOps. Turning Plant Data Into Trusted Data
Read more: Industrial DataOps. Turning Plant Data Into Trusted DataMost manufacturing teams I’ve worked with have the same quiet problem. They can connect machines. They can collect data. They can even stream it to a data lake. But when someone tries to use it. For dashboards, OEE, anomaly detection,…
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AI Enabled by IIoT: Building the Factory of the Future
Read more: AI Enabled by IIoT: Building the Factory of the FutureMost conversations about AI in manufacturing skip the hardest part. They jump straight to dashboards, copilots, and predictions, but forget to ask one simple question. Where does the data come from? I’ve spent years connecting machines, historians, SCADA systems, and…
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The Trust Gap in Industrial AI
Read more: The Trust Gap in Industrial AIImagine this situation. A team spends months building an AI use case. The model looks strong in workshops and dashboards. The recommendation goes live on the plant floor. Then operators ignore it. Not because they are against technology. Not because…
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Digital Twins in IIoT. Where Physics-Based Models Fit
Read more: Digital Twins in IIoT. Where Physics-Based Models FitA lot of confusion around digital twins comes from one simple thing. People mix up the twin itself with the models inside it. They are not the same. A digital twin is a structure. A container that connects data, context,…
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AIoT-Driven Autonomous Systems in Manufacturing. What Actually Works
Read more: AIoT-Driven Autonomous Systems in Manufacturing. What Actually WorksAIoT. Artificial Intelligence combined with the Internet of Things. It is no longer just a buzzword. It is quietly changing how plants, labs, and production lines operate. I have spent more than two decades connecting machines, systems, and people across…
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AI-Ready Data. How UNS and Sparkplug B Set You Up for Manufacturing AI
Read more: AI-Ready Data. How UNS and Sparkplug B Set You Up for Manufacturing AII’ve noticed something funny about “manufacturing AI.” The AI part gets all the attention. The real success or failure usually happens much earlier, in the boring part. How you name data. Where you publish it. Whether anyone can trust it.…
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MCP for IIoT. When “Chat With Factory Data” Became Engineering
Read more: MCP for IIoT. When “Chat With Factory Data” Became EngineeringFor a long time, “chat with your factory data” felt like a demo trick. You know the kind. Someone types “What’s my OEE today?” and a bot answers with a nice sentence. It looks impressive. Then someone asks a real…
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ProveIt! Conference 2026. Real ROI with Abelara, Tupinix, and Axilon
Read more: ProveIt! Conference 2026. Real ROI with Abelara, Tupinix, and AxilonAt ProveIt! Conference 2026, I sat through a session that felt more like a plant-floor working session than a tech pitch. It was framed as a live, fictionalized case study. The company was Cappy Hour Bottling. The names were fictional.…
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What I Took Away from ProveIt! 2026. A Reset in Expectations
Read more: What I Took Away from ProveIt! 2026. A Reset in ExpectationsI have been to a lot of manufacturing events over the years. Some are useful. Some are basically a sales funnel with better coffee. This one felt different. What I liked most is that the conference actually tried to prove…
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Why Your OEE Is Probably Wrong
Read more: Why Your OEE Is Probably WrongI’ve spent decades working with plant data, and if there’s one thing I wish more people understood, it’s this. Inconsistent machine data quietly ruins your OEE, often before you even know there’s a problem. I’ve seen this at small sites…
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From Shop Floor to Cloud: How Manufacturing Data Moves
Read more: From Shop Floor to Cloud: How Manufacturing Data MovesI’ve spent years watching data travel from shop floors to dashboards. And honestly, most people skip over the messy middle parts. On paper, the sensor-to-dashboard chain looks clean and simple. In real manufacturing environments, it rarely is. If you’ve ever…
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Industry 4.0 to Industry 5.0: Evolution or Revolution?
Read more: Industry 4.0 to Industry 5.0: Evolution or Revolution?Lately, there’s a lot of talk about Industry 5.0. Some folks say it’s a revolution. Others say it’s just a logical next step after Industry 4.0. I’ve spent the last two decades living through these shifts on plant floors, in…