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

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.
Read more
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.
Read more
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.
Read more