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MeshInsights
AI agents that turn machine data
into trusted decisions.
MeshInsights develops and deploys AI agents that turn connected-product data into trusted operational decisions and action at scale, built on Mesh’s 20+ years of connected-product engineering experience.
Every decision MeshInsights automates starts as expert judgment. Somewhere on your team, someone already knows what a good call looks like for this workflow, they just can’t be everywhere at once.
MeshInsights takes that judgment, turns it into a standard an agent can be evaluated against, and lets the agent act where it’s earned the right to, escalating back to your experts when it hasn’t.
Expertise doesn’t get replaced. It gets encoded, scaled, and put to work.
Agent Families
Five places to start.
MeshInsights is built for a recurring, high-value decision your team already makes, or knows it should be making. These five are the ones we see most often.
Early Warning
Detects degradation, failure risk, and abnormal behavior before problems become downtime events.
Service Resolution
Turns an alert into a recommended action: remote fix or dispatch, parts needed, escalation path.
Performance Management
Identifies waste, inefficiency, and capacity gaps across the installed base.
Aftermarket Growth
Finds commercial moments inside machine behavior and surfaces them as revenue actions.
Customer Health
Tracks relationship health through machine behavior: inactive assets, unresolved issues, churn risk.
Every MeshInsights agent is grounded in expert reasoning and proven against a standard you own.
Early Warning
A multi-site commercial HVAC operator
Manually set power-alert thresholds were quietly wrong for half the year, burying real problems in noise that analysts had to review one by one. An Early Warning Agent now recalibrates every unit’s threshold monthly against actual operating data, and flags any unit without enough history for a reliable call. A two-week prototype validated the approach. Trusted alerting now runs directly inside the existing platform, with no new tools required.
Service Resolution
A global manufacturer of industrial steam system components
Thousands of IoT-monitored components generated alerts, but each one needed an expert to confirm the failure and initiate service. The monitoring outpaced the people. A Service Resolution Agent, deployed in four weeks, now applies that expert reasoning automatically: determining failure mode, assessing confidence, and creating dispatch-ready tickets. Over 95% of service events now resolve end-to-end with no expert involvement.
Is MeshInsights right for you?
Mesh offers four solutions across the connected-product lifecycle: IoT Engineering Services builds the product, MeshCloud enables the data substrate, MeshInsights activates that data into decisions and action, and MeshManage operates all of it for the long term. Not sure where you fall on that spectrum? Talk to an expert and we’ll help you figure it out.
MeshInsights FAQs
How is this different from a dashboard or a predictive model?
How do you validate that the agent is actually accurate?
Our data isn't clean or well-labeled. Does that disqualify us?
What do we own at the end of this?
Ready to turn your connected-product data into decisions?
Tell us about the decision your team is trying to make reliably. We’ll show you what a benchmark and an agent look like for it.