Making Reliability Actionable. 

How multi-sensor monitoring, AI-driven insights, and real-world programs prevent failures before they escalate.

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    Author

    Séan Allen

    Director of Product Management, MultiSensor AI

    Blog by this author

    Thermal Monitoring Condition Monitoring Blog

    Condition Monitoring Alert Fatigue Is a Design Problem, Not a Tuning Problem
    Posted by Séan Allen on October 06, 2026

    TL;DR Tuning thresholds to cut false alarms works for a while, then starts hiding the faults the system was built to catch. A threshold is one number standing in for a judgment ...

    Thermal Monitoring Condition Monitoring Blog

    How We Taught Solar Monitoring to Stop Mistaking Reflection for a Fault
    Posted by Séan Allen on September 23, 2026

    TL;DR Solar panel glass reflects heat in a way that looks exactly like a developing fault on a thermal camera, and it's easy to mistake for real degradation. Raising alert ...

    MSAI Connect Condition Monitoring Blog

    Belt Failure Detection: Why Conveyor Belts Fail Fast
    Posted by Séan Allen on August 05, 2026

    TL;DR If you manage maintenance on a conveyor line, you already know the pattern: Everything looks fine during the morning walkaround, and by early afternoon a belt is torn up, a ...