Production monitoring with AI

See what's happening on every line
Know what's coming next

MeshOS reads OEE, downtime and alarms live from the machines you already have.

  • First machine free
  • Live within 48 hours
  • Read-only
  1. 1 / 4

    Your whole plant on one screen

    OEE, output, downtime, energy and alarms for every site, live. No more collecting numbers from five systems before the morning meeting.

  2. 2 / 4

    From the plant down to one machine

    Click through hall, line and machine. Availability, performance and quality against target for this shift, with the reason behind every gap.

  3. 3 / 4

    You hear about it while the shift is still running

    Alarms, work orders and advice from Mesh AI land in one feed, each with its cause, so the right person acts before the output is lost.

  4. 4 / 4

    Ask Mesh AI, your factory advisor

    Ask why line A1 lost OEE or how high tomorrow's peak will be. Mesh AI answers from your live data and your team's knowledge, and prepares the next steps for an operator to approve.

What MeshOS is

The live data layer between your machines and the people who run the factory. It reads the machines you already have, structures the data and shows it in dashboards, alerts and reports.

  • 48 h

    from installation to your first live dashboard

  • 0

    changes to your machines: MeshOS only reads data

  • 1

    machine is enough to start, and it's free

The problem

Your machines know where production is being lost. You find out too late.

Every machine produces data. In most factories it sits in PLCs, Excel and handover notes, so decisions run on information that is already old.

  • Why a line stopped exactly when it did

    Downtime shows up in a report, after the output is lost.

    Alerts

    The right person hears it the moment a line stops, with the cause.

  • Which microstops cost you capacity

    Short stops vanish from manual logs but add up to hours a week.

    Downtime and microstops

    Every stop logged with its reason, the short ones too.

  • Whether today's OEE is good or bad

    You find out at the end of the shift, too late to act.

    Live OEE and dashboards

    OEE per line, live, on the floor and in the office.

  • Which faults keep coming back

    Without history, nobody sees the pattern.

    Automated shift reports

    Losses and recurring faults per shift, ready for the morning meeting.

  • Which machine fails next

    Nobody sees the drift in vibration, temperature or current that comes first.

    Predictive maintenance

    Flags that drift early, so maintenance fits around production.

  • Why something happened

    Root cause still takes an engineer, an Excel export and a day.

    Mesh AI

    Explains the likely cause in plain language and drafts the work order.

The MeshOS platform

One platform. Independent modules.

One data layer under your factory, with a digital twin and AI on top. Every module clicks onto it, so you never roll out everything at once.

The modules: pick what you need

OEE dashboard
Downtime
Energy
AI vision
AI agents
And many more

MeshOS

Modular digital twin of your factory

  • One data layer (UNS)
  • Digital twin
  • AI & agents
Discover MeshOS
PLCs Sensors Machines ERP & MES

Your factory: stays as it is

AI-ready data

One organised data source for your entire factory and the foundation for AI

Most factories have data, but it's scattered across machines, systems and formats that don't talk to each other. MeshOS fixes that first, so dashboards, reports and Mesh AI all work from the same facts.

  1. One language for every machine

    Every machine and system speaks its own protocol. MeshOS reads them all and translates the data into one shared format.

    Reads from

    • Siemens S7
    • OPC UA
    • Modbus
    • MQTT
    • ERP & MES
  2. Every data point gets meaning

    Raw PLC codes turn into facts your team can act on: which machine, which line, what happened and when.

    "ERR_07" becomes

    • Packer B
    • Line 3
    • Stopped: jam at infeed
    • 14:22
  3. Grows with your factory

    New machines, lines and sites follow the same structure, so the data stays consistent as the factory grows.

    Runs on it from day one

    • Dashboards
    • Shift reports
    • Predictive maintenance
    • Mesh AI

Whitepaper

It all starts with the data layer.

Why AI on the factory floor succeeds or fails on data. 14 pages, free, sent by email.

Get the whitepaper

Client cases

MeshOS in production

Machines and assets already running on MeshOS.

Robot arms tending machines in a metal processing workshop Predictive maintenance
Metal processing company

Failures flagged weeks before the breakdown

Vibration, temperature and current from three critical machines feed an anomaly model that flags deviations weeks before failure. Maintenance planned around production instead of around breakdowns starting with the assets that hurt most, not a full-plant rollout.

Factory copilot answering a troubleshooting question from captured technician knowledge Knowledge capture
Machine builder

Thirty years of troubleshooting knowledge, made searchable

An AI copilot trained on years of alarm logs, repair notes and manuals answers troubleshooting questions the way the veteran technician would: machine, symptom, fix. The knowledge stays when the person who carried it retires.

Vision system detecting a car part with a 3D point cloud Quality early warning
Automotive supplier

Scrap predicted before it comes off the line

Process parameters temperatures, pressures, cycle times feed a model that flags drift towards rejects while parts are still in the machine. Operators correct course instead of sorting scrap afterwards, and every intervention is logged against the batch.

Getting started

Your first machine live in 48 hours

MeshOS is built to start fast, without major changes to your factory.

  1. 1

    We get to know your business

    We start with your challenges and the outcome you want. That focus decides what we measure first.

    Before installation

  2. 2

    We install the edge device

    Meshnex delivers and installs an industrial edge device at the machine or line.

    Within 48 hours of installation

  3. 3

    We read your existing machine data

    MeshOS connects to your existing PLCs and data sources, read-only by default.

    • S7
    • OPC UA
    • Modbus
    • MQTT

    Within 48 hours of installation

  4. 4

    Your first dashboard goes live

    OEE, downtime, alarms and machine status in a live dashboard, in most situations within 48 hours.

    Within 48 hours of installation

  5. 5

    The data gets more valuable over time

    The longer MeshOS runs, the more patterns, anomalies and improvements it shows.

    In the months after

  6. 6

    Mesh AI works alongside you

    It explains in plain language why a line underperformed.

    In the months after

Who is it for?

Built for everyone who keeps the factory running

MeshOS brings the same production data to everyone who has to act on it.

  • For directors and owners

    Where capacity and margin are lost, and where improvement pays off first. Live on your phone.

  • For production managers

    OEE, downtime, changeovers and alarms during the shift, and a shift report every morning.

  • For IT managers

    You decide where the data lives and who sees it. The deployment options and security details are below.

Deployment options

Choose the deployment that fits your factory

Not every factory has the same IT requirements. All three options run on the same foundation with the same dashboards.

Included in every option

  • Read-only machine connections: MeshOS never controls a machine
  • Encrypted connections
  • Role-based user access
  • Built to help you meet GDPR and NIS2
  • Edge device delivered and installed by Meshnex
  • Cloud

    Fastest start

    Edge device on site, platform on Meshnex EU servers. No extra infrastructure on your side.

    Your data
    Meshnex EU servers
    On site
    Edge device
  • Hybrid

    For teams that want their data local, with the convenience of the cloud.

    Your data
    Buffered on the factory floor, managed in the EU cloud
    On site
    Edge device with a local buffer
  • Self-hosted

    For organisations that need maximum control or no outbound traffic.

    Your data
    Your own infrastructure
    On site
    The full MeshOS stack

Questions

Frequently asked questions about MeshOS

The questions management, production, and IT ask before they start.

  • Is MeshOS an MES?

    No. MeshOS is not a traditional MES, not a standalone dashboard and not a months-long project. It's a live data layer that connects your existing machines to dashboards, alerts and reports, and lays the foundation for AI. It doesn't replace your existing systems; it shows what is happening on the factory floor.

  • Do we need to replace or modify our machines?

    No. MeshOS works with existing machines, PLCs and data sources. Meshnex installs a pre-configured edge device on site.

  • How quickly can we see live data?

    In most situations, first live data is visible within 48 hours of installation on site. The first step is usually one machine or line.

  • Can we start with one machine?

    Yes. MeshOS is built to start small. You quickly see what data is available, which losses become visible and where the first improvements are. Once the value is proven, you expand.

  • Does MeshOS write data back to our machines?

    No. MeshOS is read-only by default: it reads data and does not control your machines, so it has no impact on running processes.

  • Is MeshOS safe for our IT and OT environment?

    It's built for it: read-only access to the OT environment by default, role-based user access, encrypted connections and a choice of deployment. IT can check up front what is connected and how access is managed.

  • Where is our production data stored?

    Where you choose: on Meshnex EU servers, hybrid with a local buffer, or fully self-hosted on your own infrastructure. With self-hosting, your production data never leaves the building.

  • How does MeshOS help with AI and predictive maintenance?

    MeshOS structures and labels all machine data from day one, so every data point has meaning. That organised foundation is what Mesh AI, predictive maintenance and automated reports run on. The longer MeshOS runs, the more patterns it can see.

Ready to see what your machines already know?

Start with one machine. Meshnex connects it and shows you which production insights are currently hidden.