Knowledge Hub

Industrial AI & Manufacturing 4.0 Insights

Technical guides, case studies and trend analysis for plant managers, maintenance engineers and digital transformation leaders in Mexico.

Featured Article Predictive Maintenance March 2026

The Definitive Guide to Predictive Maintenance for Mexican Manufacturers

Everything a plant manager needs to know before investing in PdM: technology selection, sensor instrumentation, ROI calculation, implementation timeline and avoiding the most common failure modes. Based on real deployments in Jalisco.

Read the Guide β†’

All Articles

Industry 4.0 Feb 2026

OEE vs. TEEP: Which Manufacturing KPI Should You Optimize First?

Plant managers often confuse OEE with TEEP β€” and make investment decisions based on the wrong number. Here's how to choose the right target metric for your specific situation.

Read article
IIoT Jan 2026

OPC-UA vs. MODBUS: Choosing the Right Protocol for Your Plant

A practical guide to industrial communication protocols. When MODBUS is enough, when to invest in OPC-UA, and what MQTT adds to the equation for cloud-connected plants.

Read article
Industrial AI Dec 2025

Edge vs. Cloud for Industrial AI: The Decision Framework No One Is Talking About

Most vendors push cloud-first because it's easier to sell. The reality of plant-floor connectivity in Mexico means edge inference is often the right architectural choice.

Read article
Automotive Nov 2025

Predictive Maintenance for Tier 1 Automotive Suppliers in Jalisco: A Practical Guide

Jalisco's automotive cluster has unique requirements β€” JIT production schedules, strict OEM SLAs, and legacy equipment. Here's how PdM fits into that environment.

Read article
ROI Oct 2025

How to Calculate the Real ROI of a Predictive Maintenance Investment

Beyond MTBF and downtime hours β€” a framework for building the business case for PdM that your CFO will actually believe, with real numbers from Mexican manufacturing deployments.

Read article
Team & Culture Sep 2025

Why Your Maintenance Team Will Love (Not Fear) AI-Powered Diagnostics

The #1 implementation barrier isn't technology β€” it's the maintenance team thinking AI will replace their jobs. Here's how we address that in every deployment.

Read article

Stay ahead of Industry 4.0

Monthly digest of practical Industrial AI insights, case studies, and technology updates β€” written specifically for Mexican manufacturing. No fluff.