Henry Costa

IIoT & Industry 4.0 practitioner helping manufacturers modernize the way machines, data & people connect.

[Henry Costa @henrycosta]

Collecting industrial data is not enough.
The data also needs to be trusted.
This infographic explains how Industrial DataOps improves data quality, consistency, and scalability across IIoT architectures.
A critical foundation for Industry 4.0 and Industrial AI.

[Henry Costa @henrycosta]

Industrial DataOps. Turning Plant Data Into Trusted Data https://t.co/rL4RQ8PM1T

[Henry Costa @henrycosta]

Agentic AI is getting a lot of attention in manufacturing.
But what is actually real today?
This infographic breaks down practical use cases, current limitations, and what IIoT foundations are still required before autonomous AI can scale on the shop floor.

[Henry Costa @henrycosta]

Agentic AI on the Shop Floor: Real vs Hype in 2026 https://t.co/WabRxjOdsZ

[Henry Costa @henrycosta]

Giving advice is very different from owning delivery.

This infographic reflects on the shift from strategy to execution in IIoT projects. The pressure, accountability, and decisions feel very different once you own the outcome.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

From Advising to Owning. The Shift Nobody Fully Prepares You For https://t.co/VBoU6b33em

[Henry Costa @henrycosta]

Software-Defined Automation is not a future concept anymore.

This infographic explains how SDA is changing IIoT architectures through edge computing, containers, MQTT, and event-driven systems.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

Software-Defined Automation (SDA) Is Coming. What It Means for Your IIoT Architecture https://t.co/CQsrtGTY1N

[Henry Costa @henrycosta]

Most IIoT projects don’t struggle with technology.
They struggle with communication.
This infographic shows how to explain UNS and edge contextualization to leadership in a simple, business-focused way.

That’s how alignment happens.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

Communicating Edge Contextualization and Unified Namespace to Leadership https://t.co/Dg4oYVQIMb

[Henry Costa @henrycosta]

Real-time data changes how decisions are made.

This infographic shows lessons from mining operations. How IIoT enables faster actions, better visibility, and decisions closer to the field.

This is what Industry 4.0 looks like in practice.

Read more: https://t.co/MkymMMDtSF

[Henry Costa @henrycosta]

Real-Time Decisions: Lessons From Mining Operations https://t.co/UVN9DNEYaA

[Henry Costa @henrycosta]

AI becomes practical when it connects to real data.

This infographic shows how UNS + IIoT enable LLM use cases on industrial data. From natural language queries to real-time insights.

Simple use cases. Real value.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

AI Meets UNS: Practical LLM Uses on Industrial Data https://t.co/TWh4qPHOOV

[Henry Costa @henrycosta]

Industrial AI does not start with AI.

It starts with data.

This infographic shows how IIoT, UNS, and data contextualization build the foundation for scalable AI in manufacturing.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

Industrial AI Explained. Why Data Is the Real Starting Point https://t.co/p1I50jsJia

[Henry Costa @henrycosta]

IIoT costs are not just cloud licenses.

This infographic breaks down the real Total Cost of Ownership. Data ingestion, storage, integration, and hidden costs that show up later.

If you’re planning an Industry 4.0 solution, this matters.

Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

IIoT Total Cost of Ownership: Cloud, Licenses, and the Hidden Costs https://t.co/DYQFMruxFZ

[Henry Costa @henrycosta]

Some of the best IIoT lessons don’t come from frameworks.
They come from real conversations.
This infographic shares 5 moments that changed how I approach IIoT and Industry 4.0 projects. Simple, practical, and hard-earned.
Read more: https://t.co/MkymMMCW37

[Henry Costa @henrycosta]

Five Conversations That Changed How I Approach IIoT Projects https://t.co/lc80rl17Hg