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AI in Practice

What actually works in the field, and what doesn't.

Case analysis, operational breakdowns, and honest commentary on AI adoption for manufacturing operations and owner-managed service businesses. No tutorials on tools you'll never use. No takes on the future of work. Written for people who run things and need to make real decisions.

30 minutes. No prep needed. We figure out fit together.

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EU AI Act & Governance

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Applied AI, without the theatre.

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SMB Automation

The First Automation You Should Build

6 min read

Most founders who want to automate their business don't build the wrong thing. They build nothing. Not because they lack motivation - the tutorials have been watched, the tools have been tried. The problem is scope. Here's how to pick the right process, build something that works, and make it last.

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Industrial AI

Why the Back Office Is Where Industrial AI Should Start

7 min read

The largest AI projects in manufacturing aim at the shop floor. That's also where they fail fastest. Here's the argument for starting somewhere else - what the back office means in an industrial context, which four processes return the clearest value first, and what a first engagement typically looks like.

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The 30% that ship

Most people looking at AI are circling the same question: what actually works, and how do I get there without a failed pilot first. That's what this is: practical, direct, no hype. Monthly-ish.

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About this publication

Articles are written by Florin Cusmereanu, founder of AI Fluent. Content draws on direct engagement experience, validated industry research, and the operational realities of the businesses and factories AI Fluent works with.

Nothing here is generated or ghostwritten. If a piece carries Florin's byline, he wrote it.