Data Quality Issues That Cause Predictive Maintenance Challenges

Most predictive maintenance challenges trace back to data quality issues. Learn the 6 hidden data problems sinking your PdM program and how to fix them.

Alex Vedan

Updated in jun 18, 2026

How to Reduce Changeover Time in 7 Steps

Cut changeover time with a proven 7 step playbook covering SMED, 5S, and condition monitoring. The methods the best plants use to recover lost capacity.

Alex Vedan

Updated in jun 18, 2026

Best Downtime Tracking Software for Manufacturing

Compare the best downtime tracking software for manufacturing across AI classification, multi-modal condition monitoring, software, and industry benchmarking.

Alex Vedan

Updated in jun 20, 2026

Best IIoT Solutions for Maintenance

Compare the best IIoT solutions for maintenance and see which platforms provide capabilities to create competitive advantages and build programs that protect bottom lines.

Alex Vedan

Updated in jun 19, 2026

Best Condition-Based Maintenance (CBM) Software

Compare top condition-based maintenance software for sensors, AI diagnostics, condition monitoring, and CMMS execution in closed-loop reliability programs.

Alex Vedan

Updated in jun 19, 2026

Best Predictive Maintenance Companies

Compare the best predictive maintenance providers with multi-modal sensing, prescriptive AI diagnostics, and closed-loop integration with existing solutions.

Alex Vedan

Updated in jun 19, 2026

Best Preventive Maintenance Software

Compare the best preventive maintenance software for 2026: condition-based PM scheduling, AI-enhanced work orders, and integration without replacement.

Alex Vedan

Updated in jun 19, 2026

Modern Asset Monitoring Solutions for Legacy Equipment

Modern asset monitoring solutions can be retrofitted onto legacy equipment, delivering the same payoff as newer assets when the right architecture is in place.

Alex Vedan

Updated in jun 18, 2026

Monitoring Solutions Help Meet Compliance & Safety Needs

Asset monitoring solutions support compliance and safety when they produce defensible records and reduce hazardous inspection routes. Here's what to evaluate.

Alex Vedan

Updated in jun 18, 2026

Why Maintenance Teams Are Adding Dedicated Monitoring Platforms

Understand why maintenance teams add dedicated asset condition monitoring platforms with a CMMS to scale detection and diagnostics beyond manual labor.

Alex Vedan

Updated in jun 18, 2026

The Role of Machine Monitoring Systems in Predictive Maintenance

Machine monitoring systems define what your predictive maintenance program can actually deliver. Learn what to look for in a monitoring platform.

Alex Vedan

Updated in jun 18, 2026

How IoT Asset Tracking Supports Asset Condition Monitoring

IoT asset tracking gives asset condition monitoring the asset context, operating state, and execution path needed to convert signals into confident decisions.

Alex Vedan

Updated in jun 18, 2026

How AI and Predictive Analytics Transform Asset Monitoring

AI and predictive analytics transform asset monitoring only when sensing, intelligence, and decision layers operate as one stack. Here's how to evaluate yours.

Alex Vedan

Updated in jun 18, 2026

Which Assets to Monitor First? Asset Monitoring System Framework

An asset monitoring system pays off when prioritization is right. See the four factors that decide which assets to monitor first and what the system must do.

Alex Vedan

Updated in jun 18, 2026

Machine Health Monitoring: Where Vibration Meets Ultrasound

Machine health monitoring unifies vibration analysis and ultrasound in one sensor. Catch faults earlier, lubricate smarter, and cut unplanned downtime.

Alex Vedan

Updated in jun 11, 2026

How to Prevent Alert Fatigue in Condition Monitoring

Learn how to prevent alert fatigue in condition monitoring with proven tactics: alarm rationalization, smart thresholds, and AI prioritization.

Alex Vedan

Updated in jun 10, 2026

Industrial Maintenance Services Every Plant Manager Needs

The industrial maintenance services every plant manager needs to stop firefighting, reduce downtime, and turn reliability into a competitive advantage.

Alex Vedan

Updated in jun 10, 2026

How Do You Calculate Manufacturing Overhead?

Most plants calculate manufacturing overhead wrong and overprice or underprice every unit. Here's the formula, a worked example, and the fixes.

Alex Vedan

Updated in jun 10, 2026

Top 5 Maintenance Trends for 2026

The 5 maintenance trends defining 2026, from prescriptive AI to unified platforms. What's actually changing on the plant floor this year.

Alex Vedan

Updated in jun 10, 2026

Vibration Sensor Buyer's Guide: Wired vs. Wireless

Compare wired vs. wireless vibration sensor systems for predictive maintenance. See which delivers continuous monitoring, AI diagnostics, and broad asset coverage.

Alex Vedan

Updated in jun 10, 2026

Best Industrial IoT Platform for Plant-wide Condition Monitoring

Compare the top 5 industrial IoT platforms for plant-wide condition monitoring. See what each one delivers, from sensing and diagnosis to maintenance execution.

Alex Vedan

Updated in jun 02, 2026

Condition Monitoring Equipment for Industrial Assets

Industrial condition-monitoring equipment is more than just sensors. See what a year of closed-loop, AI-driven monitoring delivers that legacy hardware misses.

Alex Vedan

Updated in jun 08, 2026

Wireless vs. Wired Condition Monitoring

Wireless condition monitoring reshapes coverage economics across the plant floor. See where wired still belongs and how wireless scales beyond the critical few.

Alex Vedan

Updated in jun 08, 2026

The Value of Condition-Based vs. Time-Based Maintenance

Time-based maintenance was built when elapsed time was the only signal. See what condition-based maintenance changes operationally and how to evaluate it now.

Alex Vedan

Updated in jun 08, 2026

How AI Enables Condition-Based Maintenance at Scale

Condition-based maintenance programs break at scale when diagnostics depend on manual interpretation. See how AI preserves decision quality across your assets.

Alex Vedan

Updated in jun 08, 2026

How to Calculate the ROI of Condition-Based Maintenance

Learn how to calculate the ROI of condition-based maintenance with a complete framework that captures every cost category and holds up to leadership scrutiny.

Alex Vedan

Updated in jun 08, 2026

How to Easily Track Factory Equipment Health

Learn why fragmented condition monitoring environments fail and how equipment health tracking is easily delivered when operational infrastructure is aligned.

Alex Vedan

Updated in jun 02, 2026

Condition Monitoring vs. Manual Inspection in Manufacturing

Condition monitoring closes the cadence gap that manual inspection structurally cannot. See how to evaluate decision-grade systems for your manufacturing plant.

Alex Vedan

Updated in jun 02, 2026

Prescriptive Maintenance vs. Predictive Maintenance

Prescriptive maintenance vs. predictive maintenance: one recommends specific actions to prevent failures, the other only forecasts them. Here's the difference.

Alex Vedan

Updated in may 29, 2026

True Cost of Unplanned Downtime: Calculator & Guide

Calculate the true cost of downtime at your plant. Includes the four cost areas most plants miss, a working formula, and a free worksheet.

Alex Vedan

Updated in jun 08, 2026

What is Predictive Maintenance in Generative AI?

What is predictive maintenance in generative AI? A complete guide to how GenAI closes the gap between sensor alerts and confident maintenance decisions.

Alex Vedan

Updated in may 28, 2026

Reports aren’t the problem. Knowing what to do with them is - Introducing Analyses

We built Analyses because understanding inspection reports should never be a maintenance bottleneck.

Alex Vedan

Updated in may 26, 2026

Alert Fatigue: Why More Sensor Data Slows Maintenance

Drowning in sensor alerts? See why basic condition monitoring creates alert fatigue and how Smart Trac filters noise into actionable diagnoses.

Alex Vedan

Updated in may 19, 2026

5 Ways Vibration Equipment Reduces Unplanned Downtime

Learn how the right vibration equipment reduces unplanned downtime through early fault detection, condition-based timing, and AI-powered diagnostics at scale.

Alex Vedan

Updated in jun 08, 2026

4 Ultrasound Transducer Types for Industrial Condition Monitoring

Only 4 ultrasound transducer types apply to industrial condition monitoring. Learn what each detects, how they differ, and why deployment mode shapes your program.

Michael Smith

Updated in may 14, 2026

7 Benefits of Condition Monitoring

Most teams capture early benefits of condition monitoring and stop there. Real ROI starts when monitoring connects to diagnostics, execution, and planning.

Alex Vedan

Updated in jun 08, 2026

A Plant Manager's Guide to Leading Maintenance Program Growth

A plant manager's guide to leading maintenance program growth. Four strategies for sequencing adoption, preparing every role, and proving operational value.

Alex Vedan

Updated in may 14, 2026

Why Traditional PMs Miss the Risk of Deferred Maintenance

Traditional PM programs track task completion, not the risk of what gets deferred. Learn how deferred maintenance compounds and what closes the visibility gap.

Michael Smith

Updated in jun 08, 2026

Condition-Based Maintenance and Automated Failure Alerts

Condition-based maintenance requires more than automated failure alerts. Learn what a CBM program demands and how to evaluate whether your platform delivers it.

Alex Vedan

Updated in may 26, 2026

End-to-End Condition-Based Maintenance Systems

Learn what end-to-end condition-based maintenance requires across technology, platforms, and roles, plus how to evaluate whether your program meets the standards.

Geraldo Signorini

Updated in may 14, 2026

Guide to Maintenance Standard Operating Procedures (SOP)

Most maintenance SOPs don't drive consistent execution. This guide covers the infrastructure gap behind SOP development, delivery, and continuous improvement.

Geraldo Signorini

Updated in may 14, 2026

Predictive Maintenance vs. Preventive Maintenance

Predictive vs. preventive maintenance: how trigger logic, the P-F interval, and asset criticality decide which strategy delivers real reliability.

Alex Vedan

Updated in jun 08, 2026

Mastering Condition Monitoring Techniques for Rotating Equipment

Learn how to implement condition monitoring techniques for rotating equipment, reduce downtime, and extend asset life with this step-by-step guide.

Alex Vedan

Updated in may 13, 2026

Challenges in the Manufacturing Industry: IMTS 2026 Preview

Overcoming the top challenges in the manufacturing industry starts here. Discover how IMTS 2026 brings together the tools, technology, and solutions your facility needs.

Alex Vedan

Updated in may 15, 2026

Reliability Centered Maintenance vs Condition-Based Maintenance

Learn how reliability centered maintenance and condition-based maintenance work together to cut costs, reduce downtime, and build a smarter maintenance program.

Alex Vedan

Updated in may 07, 2026

Types of Condition Monitoring Techniques

Reactive maintenance is costly. Learn which 5 types of condition monitoring techniques to use on motors, pumps, compressors, and conveyors.

Alex Vedan

Updated in may 07, 2026

Condition-Based Maintenance vs. Predictive Maintenance

Condition-based maintenance vs. predictive maintenance: learn the real difference and why both fail without the right execution layer.

Alex Vedan

Updated in jun 08, 2026

Condition-Based Maintenance: How to Build a Program That Works

Unplanned downtime is preventable. Learn how to build a condition-based maintenance program that catches equipment failures before they happen.

Alex Vedan

Updated in jun 08, 2026

Handheld Vibration Analyzer or Continuous Monitoring?

Handheld vibration analyzer or continuous monitoring? Learn why the question isn't which tool is better, but which one your maintenance program is built around.

Geraldo Signorini

Updated in may 06, 2026

Vibration Meter vs Vibration Analyzer: Which Tool to Use?

Vibration meters flag severity while vibration analyzers identify the cause. See how the diagnostic differences compound across roles, assets, and your maintenance year.

Alex Vedan

Updated in may 26, 2026

How to Choose the Right Vibration Transducer for Rotating Machinery

A Monitoring program’s impact can be defined by the vibration transducer selected. Learn how to match sensors to equipment demands for decision-grade results.

Geraldo Signorini

Updated in may 06, 2026

What a Vibration Reader Actually Tells You (& What It Misses)

A vibration reader captures amplitude and frequency. But it doesn’t diagnose the fault, rank its urgency, or prescribe the fix. Learn what handles these blind spots.

Michael Smith

Updated in may 06, 2026

5 Best Vibration Monitoring Equipment for Bearings

Compare the best vibration monitoring equipment for bearing fault detection. See which sensors deliver AI diagnostics, multi-modal sensing, and native CMMS.

Alex Vedan

Updated in may 29, 2026

Vibration Analysis for Predictive Maintenance

Learn how vibration analysis drives predictive maintenance decisions when combined with multimodal sensing, automated diagnostics, and closed-loop execution.

Alex Vedan

Updated in may 26, 2026

Predictive Maintenance and Condition Monitoring

Learn how predictive maintenance and condition monitoring connect at four operational handoff points to turn real-time asset data into confident maintenance decisions.

Alex Vedan

Updated in may 26, 2026

Predictive Maintenance in Oil and Gas Operations

Learn how predictive maintenance applies to oil and gas operations, from hazardous-location monitoring to multi-technique diagnostics that drive confident decisions.

Geraldo Signorini

Updated in apr 24, 2026

Bearing Condition Monitoring Explained

Learn how bearing condition monitoring combines vibration, ultrasound, and temperature data to drive confident maintenance decisions and prevent unplanned failures.

Alex Vedan

Updated in may 29, 2026

How Types of Maintenance Impact Manufacturing

Explore how each type of maintenance management shapes daily decisions for plant managers, reliability engineers, and technicians in manufacturing operations.

Michael Smith

Updated in jun 08, 2026

4 Roles to Master Root Cause Analysis Discipline

Most RCA programs fail at follow-through, not methodology. See what root cause analysis demands as a management discipline across industrial maintenance roles.

Geraldo Signorini

Updated in jun 08, 2026

How Inventory System Types Impact Manufacturing

See how inventory systems management affects plant managers, maintenance teams, reliability engineers, and technicians differently and where the gaps cost most.

Alex Vedan

Updated in may 26, 2026

5 Whys Analysis: Actionable Root Cause for Reliability

Most teams know about 5 Whys. But few internalize findings to consistently manage actions. Learn what helps integrate this analysis productively to fuel maintenance decisions.

Michael Smith

Updated in may 29, 2026

8 KPIs for Condition-Based Maintenance

8 condition-based maintenance KPIs, organized by role, show whether your CBM program is producing actionable visibility or just collecting sensor data.

Geraldo Signorini

Updated in may 29, 2026

Decision-Grade Maintenance KPIs for Manufacturing

Maintenance KPIs impact manufacturing when they connect to decisions. Learn how KPI selection, interdependence, and data quality shape operational outcomes.

Alex Vedan

Updated in may 26, 2026

Predictive Maintenance vs. Preventive Maintenance Over Time

Explore how predictive vs preventive maintenance programs diverge over time across technician effort, parts spend, downtime, and decision confidence.

Michael Smith

Updated in apr 24, 2026

Why Generic Vibration Thresholds Fail Your Rotating Equipment

Learn what motors, pumps, compressors, fans, and gearboxes each demand from a condition monitoring program and where uniform approaches create blind spots.

Michael Smith

Updated in may 29, 2026

Condition Monitoring for Power Plants

Learn why power plant condition monitoring benefits from diagnostic specificity, criticality-based prioritization, and closed-loop integration between detection and action.

Alex Vedan

Updated in may 29, 2026

How Condition Monitoring Drives Manufacturing ROI

Learn how manufacturing condition monitoring drives results when it closes gaps to deliver diagnostic clarity, prioritized alerts, and closed-loop maintenance execution.

Michael Smith

Updated in apr 06, 2026

Smart Condition Monitoring with AI

Smart condition monitoring uses AI to automate fault diagnosis, prioritize alerts by asset criticality, and deliver prescriptive repair guidance to maintenance teams.

Alex Vedan

Updated in may 29, 2026

Tractian Named to the 2026 Inc. Regionals: Southeast List, Ranked #13

This spring, Inc. recognized Tractian on its 2026 Regionals: Southeast list, one of the most competitive rankings of privately held companies in America. Tractian ranked #13 in the Southeast.

Tractian Inc

Updated in mar 31, 2026

2026 Complete Guide to Predictive Maintenance Analytics

Turn condition data into confident maintenance decisions. Learn how predictive maintenance analytics works, from ML diagnostics to automated workflow execution.

Geraldo Signorini

Updated in jun 08, 2026

Condition Monitoring IoT Devices

Condition monitoring IoT devices span eight sensing disciplines. Learn which devices detect which failure modes and how multimodal coverage closes the gaps single-technique programs miss.

Michael Smith

Updated in may 29, 2026

Boost Throughput with Asset Condition Monitoring Management

Asset condition monitoring management converts equipment health data into prioritized decisions that protect throughput. Learn what separates monitoring from managing.

Alex Vedan

Updated in jun 08, 2026

Oil Condition Monitoring for Early Fault Detection

Oil condition monitoring detects wear, contamination, and fluid degradation before other techniques can. Learn what it reveals and how to turn oil data into action.

Geraldo Signorini

Updated in may 29, 2026

Top 5 Industrial Condition Monitoring Features

Explore five features that determine whether industrial condition monitoring produces confident maintenance decisions, ranked by their impact on diagnostic accuracy and reliability outcomes.

Michael Smith

Updated in may 29, 2026

What is Predictive Maintenance IoT?

Learn how predictive maintenance IoT works across four integrated layers, and what separates systems that detect failures from those that tell your team what to do next.

Alex Vedan

Updated in may 29, 2026

Wireless Vibration Sensors for Oil & Gas

Compare wireless vibration sensors for oil and gas by hazardous certifications, diagnostic intelligence, multi-modal sensing, and maintenance workflow integration.

Michael Smith

Updated in may 29, 2026

Condition Monitoring in Mining Operations

Learn what mining condition monitoring must deliver across harsh environments, remote sites, and complex equipment to produce trusted maintenance decisions at scale.

Geraldo Signorini

Updated in may 29, 2026

How to Reduce Downtime in Manufacturing

Most downtime reduction efforts start and stop at the machine level: fix the bearing, update the PM schedule, add a sensor. That is necessary work, but it only addresses part of the problem. The other part lives in the production system itself: a scheduling decision that starves a bottleneck station, a changeover sequence that no one has optimised in three years, a quality hold that stops a line for an hour because there is no process for fast disposition. These losses do not show up as equipme

Luke Bennett

Updated in jun 08, 2026

Best Production Planning and Control Tools

Production plans are only as good as the data behind them. Most manufacturers have the scheduling tools. What they lack is reliable, real-time information about what is actually happening on the floor. This guide covers the main categories of production planning and control tools, what each does well, where each falls short, and what to look for when evaluating your options. It also covers the data problem that quietly undermines most PPC stacks, and how Tractian's Sensor + Software solution ad

Luke Bennett

Updated in jun 08, 2026