IT's Guide to IoT Sensors for Predictive Maintenance

A practical guide for IT teams evaluating IoT sensors for predictive maintenance. Covers connectivity, security, data ownership, and CMMS integration.

Alex Vedan

Updated Aug 04, 2026

How Multimodal Sensing Works in Industrial Plants

See how multimodal sensing works in industrial plants, combining several sensor types into one clear diagnosis so you fix machines on your schedule.

Alex Vedan

Updated Aug 04, 2026

How to Manage Multimodal Data at Scale Across Your Plant

How to manage multimodal data at scale across your plant: the framework, the pitfalls, and what to look for in a platform that actually delivers.

Alex Vedan

Updated Aug 04, 2026

What a Bearing Failure Actually Costs You

A bearing failure rarely costs what the bearing costs. See the true price in downtime, damage, and emergency repairs, and how to catch one before it hits.

Alex Vedan

Updated Aug 04, 2026

Industrial Copilot: How AI Reads Your Machines

An industrial copilot is AI that reads your machines, not the internet. See how it turns vibration, heat, and current into diagnoses your team can act on.

Alex Vedan

Updated Aug 03, 2026

How to Calculate the Remaining Useful Life of Equipment

Learn how to calculate the remaining useful life of equipment, including the formula, a step-by-step method, and the models that make each estimate reliable.

Alex Vedan

Updated Aug 03, 2026

What to Look for in a Multimodal Sensor

What to look for in a multimodal sensor: the coverage, signal quality, and AI diagnostics that separate real multimodal sensing from the label.

Alex Vedan

Updated Aug 03, 2026

What is Electrical Protection in Manufacturing?

Electrical protection detects and isolates faults before they damage equipment or hurt people. Learn the types, the faults, and how it works in manufacturing.

Alex Vedan

Updated Aug 03, 2026

How Digital Twin in Manufacturing Works on the Plant Floor

A digital twin in manufacturing turns live machine data into failures you catch early and repairs you plan. Here is how it works on the plant floor.

Alex Vedan

Updated Aug 03, 2026

Top 6 Real Root Cause Analysis Examples

Six real root cause analysis examples using the 5 Whys, Fishbone, and Fault Tree Analysis to trace failures to their true cause and stop them for good.

Alex Vedan

Updated Aug 03, 2026

From 5 Whys to AI Root Cause Analysis

The 5 Whys waits for the breakdown. AI root cause analysis catches the fault weeks early. See how Tractian names the problem, and the fix, before failure.

Alex Vedan

Updated Aug 03, 2026

6 Benefits of Using Machine Monitoring Software Dashboards

Machine monitoring software dashboards are only as good as the monitoring beneath them. See 6 benefits that turn dashboard data into faster, better decisions.

Ben Dewberry

Updated Jul 31, 2026

9 Benefits of Using Machine Data Collection Software

The value of machine data collection software should be evaluated by the decision-quality results delivered. See how capturing machine and electrical data in one place drives real action.

Alex Vedan

Updated Jul 31, 2026

7 Things to Prove Before Scaling a Machine Monitoring Pilot

A machine monitoring pilot can easily prove detection works, but is that the right proof you need before scaling and rolling it out across every asset you run? Find out here.

Alex Vedan

Updated Jul 31, 2026

5 Benefits of Condition Data for Production Monitoring Software

Production monitoring software alone reports what happened, but condition data tells you why. See how asset health data paired with production monitoring prevents downtime, speed, and quality losses.

Alex Vedan

Updated Jul 31, 2026

Best Asset Performance Analytics Software for Manufacturers in 2026

Compare asset performance analytics software for manufacturers by sensing depth, diagnostic specificity, risk-based prioritization, and CMMS-agnostic execution.

Alex Vedan

Updated Jul 23, 2026

5 Best Asset Health Monitoring Solutions in 2026

Compare the best asset health monitoring solutions on sensing depth, named-fault diagnostics, criticality-based prioritization, and CMMS-agnostic execution.

Alex Vedan

Updated Jul 23, 2026

Best Machine Health Monitoring Solutions in 2026

Compare the best machine health monitoring solutions on sensing breadth, automated fault diagnosis, and how fast a finding becomes scheduled maintenance work.

Alex Vedan

Updated Jul 23, 2026

Best Wireless Vibration Sensors for Machine Monitoring in 2026

Compare wireless vibration sensors for machine monitoring on sensing breadth in one device, automated fault diagnosis, coverage, and path to executed work.

Alex Vedan

Updated Jul 23, 2026

The Cost of Skipping Electrical Protection in Manufacturing

Electrical protection isn't a maintenance detail, it's a risk decision. See what skipping it costs manufacturers and the numbers behind closing the gap.

Alex Vedan

Updated Jul 20, 2026

IIoT and Industry 4.0: Where Maintenance Teams Start

IIoT and Industry 4.0 don't need a five-year plan. See why maintenance is the smartest place to start turning plant data into fewer failures.

Alex Vedan

Updated Jul 20, 2026

How to Set Up Mechanical Monitoring in 7 Steps

Mechanical monitoring in 7 clear steps: catch failures weeks early, cut unplanned downtime, and move your plant from reactive to predictive maintenance.

Alex Vedan

Updated Jul 20, 2026

A Guide to Asset Condition Monitoring Management

Asset condition monitoring management tracks equipment health in real time so you fix problems before they become failures. Here's how to build a strategy.

Alex Vedan

Updated Jul 20, 2026

The Real ROI of Mechanical Condition Monitoring

Mechanical condition monitoring pays for itself by stopping unplanned downtime before it starts. See where the real ROI comes from and how to begin.

Alex Vedan

Updated Jul 20, 2026

How Electrical Protection Prevents Unplanned Downtime

Electrical faults fail quietly, then all at once. See how continuous electrical monitoring turns surprise breakdowns into repairs you can schedule.

Alex Vedan

Updated Jul 20, 2026

Which Assets Need Mechanical Monitoring?

Not every machine needs a sensor. See how to prioritize mechanical monitoring and the critical assets to watch first, before downtime hits.

Alex Vedan

Updated Aug 03, 2026

How Multimodal Learning Reads Vibration, Temperature & Sound

Multimodal learning combines vibration, temperature, and sound so AI can diagnose machine faults weeks before failure. Here is how sensor fusion works.

Alex Vedan

Updated Jul 20, 2026

Why Multimodal Sensing Beats Single-Sensor

Why multimodal sensing beats single-sensor monitoring: more failures caught, earlier warning, and fewer false alarms for smarter predictive maintenance.

Alex Vedan

Updated Jul 20, 2026

Multimodal Solutions for Predictive Maintenance, Explained

Multimodal solutions fuse vibration, ultrasound, temperature, and context into one diagnosis, so predictive maintenance produces decisions your team can act on.

Alex Vedan

Updated Jul 20, 2026

Best Production Monitoring Software for Reliability Teams in 2026

Compare production monitoring software for reliability teams. See how downtime capture, loss attribution, failure diagnosis, and maintenance execution connect.

Alex Vedan

Updated Jul 23, 2026

Best IIoT Solutions for Multimodal Data in 2026

Compare IIoT solutions for multimodal data that natively capture vibration and ultrasound, identify failure modes, and carry diagnostics into execution.

Alex Vedan

Updated Jul 23, 2026

Best Remote Condition Monitoring Solutions for Industrial Equipment in 2026

Compare remote condition-monitoring solutions for industrial equipment on multimodal sensing, decision-grade diagnostics, and real-time, plant-wide visibility.

Alex Vedan

Updated Jul 23, 2026

Best Multimodal AI Condition Monitoring Solutions in 2026

Compare the best multimodal AI condition-monitoring solutions by breadth of sensing, AI fault diagnosis, and workflows that turn detection into scheduled work.

Alex Vedan

Updated Jul 23, 2026

The Alert-to-Action Gap: Why Investment Is Up and Outcomes Aren't

Wonder why investment is up and outcomes aren't? Join us for our live webinar with Verdantix on July 30, 2026.

Tractian Inc

Updated Jul 15, 2026

Introducing Asset Library: The OEM Data Layer Behind More Reliable Monitoring

The next step in predictive maintenance is not only sensing more. It is understanding assets better.

Alex Vedan

Updated Jul 16, 2026

Best Predictive Maintenance Software for Machine Monitoring in 2026

Compare the best predictive maintenance software for machine monitoring on AI diagnostics, prescriptive alerts, first-party sensing, and CMMS workflow.

Alex Vedan

Updated Jul 23, 2026

Best Fault Detection and Diagnosis Software in 2026

Compare the best fault detection and diagnosis software on named failure modes, multimodal sensing, prescriptive AI diagnostics, and CMMS-agnostic workflow reach.

Alex Vedan

Updated Jul 23, 2026

Best Multimodal AI Solutions for Maintenance Teams in 2026

Best multimodal AI solutions for maintenance teams compared on sensing depth, decision-grade diagnostics, prescriptive procedures, and CMMS-agnostic reach.

Alex Vedan

Updated Jul 23, 2026

Best Industrial IoT Monitoring Solutions for Smart Manufacturing in 2026

Compare the best industrial IoT monitoring solutions for smart manufacturing across condition monitoring, process, production, and energy monitoring.

Alex Vedan

Updated Jul 23, 2026

Best Remote Machine Monitoring Software in 2026

Compare remote machine monitoring software on multimodal sensing, AI diagnostics, condition monitoring, CMMS, and OEE to see if they produce decision-grade data.

Alex Vedan

Updated Jul 23, 2026

Best Manufacturing Monitoring Software in 2026

Compare manufacturing monitoring software on AI diagnostics, condition monitoring, CMMS, and asset performance management to see how well they turn plant data into prioritized maintenance action.

Alex Vedan

Updated Jul 23, 2026

Best Asset Performance Management Software in 2026

Compare the top Asset Performance Management Software around reliability features like multimodal sensing, AI diagnostics, FMEA, RCA, and closed-loop execution.

Alex Vedan

Updated Jul 23, 2026

Best Industrial Asset Tracking Software in 2026

Compare industrial asset tracking software across condition monitoring, AI fault diagnosis, and closed-loop execution into any CMMS for reliability programs.

Alex Vedan

Updated Jul 08, 2026

Best AI Predictive Maintenance Software in 2026

Compare the best AI predictive maintenance software by multi-modal sensing, autonomous AI diagnostics, and closed-loop execution.

Alex Vedan

Updated Jul 23, 2026

Best Industrial Asset Management Software in 2026

Compare the best industrial asset management software on real-time asset condition, AI auto diagnosis, CMMS-agnostic intelligence, and unified APM and EAM.

Alex Vedan

Updated Jul 08, 2026

Preventive vs Predictive vs Condition-Based Maintenance

Learn how preventive, predictive, and condition-based maintenance can be synthesized as layers of one program, rather than pursued as alternative approaches.

Alex Vedan

Updated Jun 27, 2026

Condition Monitoring Buyer’s Guide: 12 Key Questions

12 questions to ask before buying a condition monitoring system. Evaluate sensors, AI diagnostics, integration, security, and TCO before you sign.

Alex Vedan

Updated Aug 03, 2026

Predictive Maintenance of Pumps Using Condition Monitoring

See how predictive maintenance of pumps using condition monitoring catches cavitation, bearing, and seal failures weeks early. Cut downtime with Tractian.

Alex Vedan

Updated Aug 03, 2026

Why Predictive Maintenance Fails Without CMMS Integration

Predictive maintenance programs stall without CMMS integration. See why prediction without action fails and how a closed loop turns alerts into real ROI.

Alex Vedan

Updated Aug 03, 2026

The ROI of Predictive Maintenance Services

Predictive maintenance services deliver documented ROI: up to 45% less downtime, 40% lower maintenance costs, and payback inside a year. See the numbers.

Alex Vedan

Updated Jun 22, 2026

Oil Condition Monitoring System: A Buyer’s Guide

Choosing an oil condition monitoring system? Learn which parameters to track, why online beats lab sampling, and how to pair it with mechanical monitoring.

Alex Vedan

Updated Aug 03, 2026

How Many Vibration Sensors Does Your Plant Need?

How many vibration sensors does your plant need? A practical guide to sizing your mechanical monitoring program, from asset criticality to rollout.

Alex Vedan

Updated Jun 22, 2026

5 Predictive Maintenance Success Stories in Manufacturing

See predictive maintenance in manufacturing in action: 5 real case studies from Whirlpool, Bosch, Ingredion and more, with the ROI numbers to back it up.

Alex Vedan

Updated Jun 22, 2026