IT/OT Convergence: Securing Connected Asset Data
IT/OT convergence connects your plant floor to enterprise data. Here is how to secure connected asset data using the Purdue Model, IEC 62443, and NIST CSF.
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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
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
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
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
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
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
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
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
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
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
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
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
Comprehensive free materials for your maintenance and reliability
Get free access to materials for increased productivity and an optimized maintenance routine.