Whitepaper
It all starts with the data layer.
Every factory is being told to do something with AI. Almost nobody is told that AI is the last step, not the first. This whitepaper explains why most industrial AI projects stall on data, and shows a route that starts with one machine instead of a big-bang project.
- 14 pages
- Sent personally by email
- Free, no strings attached
Whitepaper
It all starts with the data layer.
Why AI on the factory floor succeeds or fails on data.
Meshnex B.V.
What's inside
Seven chapters, one argument: data first, AI second
No product brochure. The paper walks through why factory systems don't talk, what that does to AI pilots, and how one shared data layer fixes it: from PLC signal to enterprise API.
- 1
Manufacturing in a nutshell
The systems that run a factory, and why they don't talk.
- 2
Why AI fails without a data foundation
The order matters: data first, AI second.
- 3
The Unified Namespace
One shared language for the whole plant.
- 4
Inside MeshOS: the industrial data stack
From PLC signal to enterprise API.
- 5
One platform, separate modules
Start small, prove the value, expand per module.
- 6
Outcomes, not dashboards
Proof from the field, from stroopwafels to Valeo.
- 7
Getting started
Your first machine live within 48 hours.
What you'll take away
- Why Gartner expects over 40% of agentic AI projects to be canceled, and the four failure patterns behind that number.
- How a unified namespace takes a ten-system plant from 45 point-to-point integrations to ten connections.
- A first step the size of one machine: live data within 48 hours, read-only, while production keeps running.
Your machines know where production is being lost. You find out too late.
Get your copy
Where do we send it?
Fill in your details and the whitepaper lands in your inbox: sent by one of our engineers, not by a mail robot.
What happens next
- 1
You request the whitepaper
Name, company and work email is all we need.
- 2
We send it to you personally
On working days usually within a few hours, from a real inbox you can reply to.
- 3
That's it
No weekly newsletter. Got a question about your own factory? Reply to the email and an engineer answers.
Request received.
The whitepaper is on its way: one of our engineers sends it personally, on working days usually within a few hours. Nothing in your inbox? Check your spam folder, or mail info@meshnex.nl.
Frequently asked questions
Why is the whitepaper behind a form?
Because we send it personally. You get the PDF in your inbox, we know who is reading it, and you can reply with a question straight away. That's the whole trade.
What do you do with my details?
We send you the whitepaper and at most one personal follow-up email. No mailing list, and nothing is shared with third parties.
How technical is it?
Halfway. The first half explains, without jargon, why factory systems don't talk and why AI pilots stall. The second half opens the hood on the data stack: that part is written for your IT team.
Is MeshOS in it?
Yes. Chapters 4 and 5 describe how MeshOS implements the data layer. The first three chapters and the argument stand on their own, whichever platform you end up choosing.