Design Your Industrial  
Intelligence Architecture

Practical guidance for engineers and architects building the data and AI capabilities needed to turn industrial data into actionable intelligence. Vendor-neutral. Architecture-first.

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Explore the Framework

Trusted by manufacturing
innovators worldwide

Kudzai’s ability to turn complex concepts into clear, actionable insights has helped professionals navigate industrial transformation, making a real impact on the community and the industry.

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Head of AI Strategy  and Platform at SCANIA

João Dias-Ferreira

Kudzai cuts through the noise of industrial transformation with clear, pragmatic, vendor-neutral insights. His work helps manufacturers take action, and it’s been key to my own journey.

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Head of Product Manufacturing at Richemont

Youri Regnaud

If there was an Industry 4.0 hall of fame, Kudzai Manditereza should certainly be in it! He's done so much for our industry in terms of education.

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Co-Founder ThingWorx and Light Hammer

Rick Bullota

WHAT WE COVER

Industrial Intelligence Architecture

An architecture for turning fragmented industrial data into trustworthy intelligence that applications, people and AI can use to improve operations.

Featured Guides

Practical guides for understanding, designing and implementing the capabilities behind industrial intelligence.

LATEST
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Aug 18, 2026
Connecting Industrial Assets to a Knowledge Graph Using MQTT, Node-RED, and Neo4j
Kudzai Manditereza
We build a small, complete pipeline that takes an MQTT message from a shop-floor system, transforms it into a Cypher write, and updates the knowledge graph in real time.

Hey, I'm Kudzai Manditereza.

I teach you how to make manufacturing genuinely data-driven: building the architecture that turns raw plant-floor data into trusted, accessible information, using it to solve real operational problems, and applying analytics and AI in ways that scale and deliver measurable value.

Everything I publish - tutorials, podcasts, newsletters, and talks - is built on one promise: systematic, repeatable, vendor-neutral methods that work in real plants, informed by my work with some of the world’s largest industrial enterprises and my experience in manufacturing engineering.

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