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Gears, grease, and good data.
Mesh Systems for
Industrial Equipment & Machinery
We help industrial equipment manufacturers turn connected machinery into higher uptime, faster service resolution, and aftermarket revenue that actually pays back, backed by 20+ years of industrial IoT experience.
You've Connected the Machine. Now What?
Connecting the machine is the easy part.
For industrial equipment manufacturers, the case for connecting your product is settled. Most companies have sensors on the machines and data flowing to the cloud. That’s table stakes now.
The harder question is what happens next. Connected products deliver visibility, but visibility isn’t value. Turning data into service decisions, uptime, and defensible ROI takes a different kind of partner, one who can build the connected product and put its data to work on the decisions that move your business.
That’s the ground Mesh has covered for two decades, with manufacturers who’ve staked their reputation on the equipment running.
Trusted by equipment makers to turn machine data into measurable results.
Our North Star
Outcomes are the point. Everything else is plumbing.
Every layer we engineer for industrial equipment manufacturers, from firmware to the agents that act on the data those machines produce, points at the same target: machines that keep running, service teams that move faster, and a connected product business that proves its value long after launch.
That’s the yardstick. Here’s the proof.
>95% of service events resolved without expert review
Industrial Steam Systems
When a steam trap fails, plants go down. Thousands of IoT-connected traps generated alerts, but every alert still required an expert to review telemetry, determine the failure mode, and dispatch service. Mesh deployed an AI agent that applies the manufacturer’s expert reasoning at scale, resolving high-confidence events end to end and escalating edge cases for expert review.
One IoT foundation for a portfolio of industrial products.
Industrial IoT Platform
ABB partnered with Mesh Systems to build ABB Ability™, the industrial IoT platform behind their portfolio. Mesh refined the architecture and delivered core components of the platform, giving ABB business units a single foundation that integrates with the full sweep of new and legacy connected products.
Standardized, scalable data across a connected cutting portfolio.
Industrial Cutting Equipment
Hypertherm partnered with Mesh Systems to bring IoT to their industrial cutting machinery. Mesh developed a suite of tailored solutions and established the data standardization foundation Hypertherm needed to scale connected products across their portfolio.
Higher uptime, faster service, and aftermarket revenue that pays back all depend on the same thing: a stack where every layer is engineered to serve the same outcome. Mesh operates that stack end to end for industrial equipment manufacturers. Start wherever you are, or partner with us across the full connected product journey.
IoT Engineering Services
Engineer ruggedized, field-ready connected machinery, from sensor selection through embedded firmware, built to survive the plant floor and the elements.
MeshCloud
Stand up the Azure-native data foundation that turns raw telemetry from thousands of connected machines into a single, reliable substrate your AI agents can act on.
MeshInsights
Develop and deploy AI agents that turn your fleet’s machine data into trusted operational decisions and action at scale, grounded in your experts’ reasoning and proven against a standard you own.
MeshManage
Keep the stack running long after launch, including the agents you’ve activated. Mesh stays in it with you, monitoring, maintaining, and improving the system that keeps your machines connected.
Ready to build the business behind your equipment?
Tell us about your connected equipment and the service outcome you’re chasing. We’ll help you scope where to start, build what’s missing, and put it into production.