Why IT Blocks AI Projects (And How to Address Their Concerns)
It is not the enemy of AI. It is the gatekeeper
Dec 19, 2025
George Munguia
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Discover manufacturing articles
Discover manufacturing articles
Discover manufacturing articles
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Financials show the result, not the cause.
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COGS looks precise, until you try to use it.
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How Language Barriers Increase Scrap and Downtime
Language gaps create operational risk, not just communication friction.
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Why Maintenance Teams Lose Tribal Knowledge Faster Than Anyone Notices
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How AI Helps Plants Create Live, Searchable Machine Know-How
Most machine knowledge exists. It’s just unreachable.
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Why IT Blocks AI Projects (And How to Address Their Concerns)
It is not the enemy of AI. It is the gatekeeper
Dec 19, 2025
George Munguia
How to Evaluate AI Vendors Who All Sound the Same
When every pitch uses the same words, clarity disappears.
Dec 19, 2025
George Munguia
Why Plants Need an AI Operating Partner, Not Another Tool
Tools add capability, partners change outcomes.
Dec 19, 2025
George Munguia
The Governance Principles Every AI-Enabled Plant Needs
AI fails without governance, even when the technology works.
Dec 19, 2025
George Munguia
How to Build AI Literacy for Plant Managers and Supervisors
AI literacy is not technical fluency.
Dec 19, 2025
George Munguia
Why Leadership Offsites Produce AI Talk but No Execution
Offsites generate alignment, not momentum.
Dec 19, 2025
George Munguia
What an Effective Multi-Year AI Strategy Looks Like for Industrial Companies
AI strategy is about endurance, not acceleration.
Dec 19, 2025
George Munguia
The Real Barriers to AI Adoption: IT, Risk, and Uncertainty
AI adoption fails Long before the model.
Dec 19, 2025
George Munguia