---
title: "Discussion on \"From AI Interest to a Working System\" | Hashnode"
description: "Discussion on \"From AI Interest to a Working System\". Most SMBs are interested in AI but have not shipped any useful tool. Learn how to pick one task, automate it, and turn it into a working system."
url: "https://hashnode.com/posts/from-ai-interest-to-a-working-system/6a175459badcd8afcb255d61"
---

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# [From AI Interest to a Working System](https://blog.nemausat.com/from-ai-interest-to-a-working-system?utm_source=hashnode&utm_medium=feed)

Most SMBs are interested in AI but have not shipped any useful tool. Learn how to pick one task, automate it, and turn it into a working system.

May 27 · 12 min read · blog.nemausat.com  
Read the article

-   [#ai-transformation](https://hashnode.com/tag/ai-transformation)
-   [#ai-automation](https://hashnode.com/tag/ai-automation)
-   [#smb](https://hashnode.com/tag/smb)
-   [#business-ai-system](https://hashnode.com/tag/business-ai-system)
-   [#business-systems](https://hashnode.com/tag/business-systems)
-   [#workflow-automation](https://hashnode.com/tag/workflow-automation)

## Written by

[Ruidy Nemausat (PhD)](https://hashnode.com/@ruidy)

@ruidy · Hamburg, Germany

  
[View profile](https://hashnode.com/@ruidy)

Engineering Leader | Fractional CTO | Strategic Tech Advisor

I help companies bridge the gap between business vision and scalable technical execution. With a Physics Ph.D. and a background in building systems for millions of users (exmox, Newstore), I apply first-principles thinking to software architecture and team leadership

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