AI is reshaping maintenance. Are you using it to its full potential?
Predictive maintenance spending is on track to grow sevenfold by 2033, from roughly $14 billion to nearly $98 billion, fueled by AI, IoT sensors, and [...]
Why cold chain reliability starts with maintenance: What the industry’s rapid growth means for compliance managers
UNICEF is expected to deliver approximately three billion vaccine doses to children around the world this year, each one dependent on a carefully managed cold [...]
The next frontier in maintenance: How predictive and generative AI are changing what’s possible
Most conversations about AI in maintenance get stuck on definitions. What’s the difference between predictive and generative AI? Which one matters more? These are reasonable [...]
Data integrity expectations in EU GMP inspections: beyond ALCOA+
All medicinal manufacturers that distribute within the European Union (EU) must comply with the Good Manufacturing Practice (GMP). Coordinated by the European Medicines Agency (EMA) in partnership with the European Commission, GMP inspections assess whether medicines [...]
Why Multi-Country Operations Struggle With Equipment Traceability Across the EU
Maintaining measurement traceability is a challenge for any organization that must comply with industry-specific regulations for maintenance and testing. However, for those that operate in [...]
Calibration records and audit trails: What inspectors expect to see
Wondering how to manage calibration records for audit preparedness? In this article, we'll explore calibration records requirements for processes, documentation, training, and more, along with [...]
CMMS + CSV: What life sciences teams need to validate
Many industries, such as the life sciences, must meet strict regulatory requirements for facility management, equipment validation, and product safety. But that's only part of [...]
Validation drift: How equipment slowly falls out of a validated state
Imagine this scenario: A packaging line at a pharmaceutical manufacturer passed performance qualification (PQ) two years ago, and it hasn’t failed a single run since. [...]
Maintenance metrics: 5 core KPIs to track in 2026
For businesses that rely on industrial machinery, tracking maintenance metrics is essential to run lean and stay competitive. These data points give teams insights into [...]
Blog Series: Women in Reliability at Xcelerate Pt. 2
Part 2: What We Heard — Key Takeaways from the Women in Reliability Panel Xcelerate 2026 brought together maintenance and reliability professionals from across [...]