Blog

    Insights on manufacturing AI, knowledge management, and keeping production running.

    What to Do When Your Best Maintenance Engineer Retires
    13 October 2026Machine Mesh Team

    What to Do When Your Best Maintenance Engineer Retires

    A practical five-step way to keep what your experienced engineer knows, whether you have six months or six weeks.

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    CMMS vs Knowledge System: What's the Difference?
    13 October 2026Machine Mesh Team

    CMMS vs Knowledge System: What's the Difference?

    Your CMMS records what was done. It doesn't tell an engineer how to fix the next fault. Here is how the two fit together.

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    How to Film a Repair So the Next Shift Can Actually Use It
    13 October 2026Machine Mesh Team

    How to Film a Repair So the Next Shift Can Actually Use It

    A simple guide to capturing a fix on a phone: what to film, what to say, and how to name and store it so it can be found at 2am.

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    Why Downtime Is Really a Knowledge Problem
    13 October 2026Machine Mesh Team

    Why Downtime Is Really a Knowledge Problem

    A stoppage isn't just a repair. Much of the time goes on diagnosing and finding information, and that depends on who is on shift.

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    How to Run a 30-Day Pilot of an AI Knowledge Tool
    13 October 2026Machine Mesh Team

    How to Run a 30-Day Pilot of an AI Knowledge Tool

    Pick the machines, write the questions, take a baseline and decide in advance how you'll judge it.

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    Can Engineers Trust AI Guidance?
    13 October 2026Machine Mesh Team

    Can Engineers Trust AI Guidance?

    The useful question isn't whether AI is accurate, but how you'd know if it were wrong. What to look for and how to use it safely.

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    Digital Transformation: Why You Should Start with Knowledge, Not Sensors
    26 March 2026Machine Mesh Team

    Digital Transformation: Why You Should Start with Knowledge, Not Sensors

    Most manufacturers don't have a data problem — they have a knowledge problem. Here's why starting with what you already know beats waiting for sensors to save the day.

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    Your Quick-Start Guide to AI on the Factory Floor: Why You Should Pilot One Site First
    23 March 2026Machine Mesh Team

    Your Quick-Start Guide to AI on the Factory Floor: Why You Should Pilot One Site First

    You don't need an 18-month digital transformation. Start with one site, one problem, and your existing messy documents — and see ROI in days, not years.

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    Does Your Factory Data Need to Be "Clean" Before You Start with AI? (Spoiler: No)
    20 March 2026Machine Mesh Team

    Does Your Factory Data Need to Be "Clean" Before You Start with AI? (Spoiler: No)

    When consultants say you need 18 months of data cleaning before AI, they're wrong. Here's why your messy manuals, scribbled logs, and tribal knowledge are exactly what modern AI was built for.

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