---
title: "AI Predictive Maintenance & Anomaly Detection | Fusemachines"
description: "Predict equipment failure before it stops operations. AI reads sensor and telemetry data, ranks risk, and opens work orders in your CMMS."
url: https://fusemachines.com/ai-solutions/forecasting-intelligence/predictive-maintenance-and-anomaly-detection/
last_updated: 2026-10-06
---

For operations & planning · Forecasting intelligence

# Predictive Maintenance & Anomaly Detection

Fix equipment before it fails and catch fraud or outliers before they cost you.

Predict equipment failure and catch fraud, threats and operational outliers the moment they surface.

[Schedule a discovery call](https://fusemachines.com/contact/) [See case studies](https://fusemachines.com/success-stories/)

THE CHALLENGE

Calendar-based maintenance wastes parts and labor while failures still stop operations, and rules-based monitoring buries teams in false alarms.

The executive view

## Asset health, failure risk and work orders on one screen.

Move the variables, switch dashboards and ask the agent. Every number
re-plans live.

**Asset Reliability Command Center** 13 sites · 418 compressors and pumps

Scenario variables

MA

**Maintenance Agent** Online · connected to your systems

Recommended now

The agent drafts changes. A person approves before anything goes live.

Illustrative data and model · Week 32

Platforms we work with

## Our alerts go into the maintenance system you already run.

What stays the same

- Your maintenance system, crews and approval rules
- Your sensors, historians and control systems
- The screens your technicians use every day

What changes

- Failures predicted weeks ahead, by asset
- A clear reason behind every alert
- Fewer false alarms and fewer calendar-based jobs

### IBM Maximo

Predicted failures open as work orders through Maximo’s standard APIs, with the evidence attached.

### SAP Plant Maintenance

Alerts become maintenance notifications and orders in S/4HANA, routed to the right planner.

### AVEVA PI System and other historians

We read sensor history and live tags from the historian you already run. Nothing new to install on the asset.

### Other maintenance systems, SCADA and spreadsheets

Any system that accepts a work order or alert import, including the spreadsheets reliability engineers keep.

What the agent does

## From signal to action, with your team in control.

### Read the signals

Streams sensor, telemetry, transaction and log data from machines, fleets and systems.

### Predict and detect

Estimates when each asset is likely to fail and flags deviations from normal, not just threshold breaches.

### Explain and prioritize

Ranks each alert by risk and cost, with the evidence behind it.

### Act on or escalate

Opens work orders, routes cases to the right owner and triggers approved playbooks.

When to call us

## Signs this is the right time.

Find a problem you recognize on the left. Read across to see which solutions address it.

| If you’re seeing... | We predict equipment failure | We detect anomalies |

| Unplanned downtime | ✓ |  |

| A new plant or line | ✓ | ✓ |

| Alerts burying teams in false alarms |  | ✓ |

| A fraud or security incident |  | ✓ |

## Take your AI from pilot to production.

Build, validate, and deploy AI that delivers real business impact.

[Schedule a discovery call](https://fusemachines.com/contact/)