Notes on AI that actually helps.

What we learn building AI tools for real businesses — written in plain language, with real examples. No hype, no names.

AI agents & automation

12 May 2026·5 min read

Autonomous developer agents: how far should you let them code?

Our agents analyse repositories, fix bugs, write tests and open pull requests. The one rule that makes it safe: they never touch production.

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AI agents & automation

5 May 2026·4 min read

The CRM nobody fills in — and the one AI fills for you

Sales teams do not hate CRMs. They hate data entry. Remove it, and the forecasts fix themselves.

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AI agents & automation

25 April 2026·6 min read

AI agents in business: definition and concrete use cases

An AI agent does not just answer — it acts inside your systems. Here is a plain-language definition and six use cases you can recognise in your own company.

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Chatbots & assistants

14 April 2026·4 min read

Chatbot or AI agent: the difference that changes your budget

They look alike in a demo. In production, one answers and the other works. Choosing wrong is the most common way to waste an AI budget.

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Strategy, costs & ROI

10 April 2026·4 min read

How to know if your AI project is working

Pick one number before you build anything. If nobody can name that number, the project is not ready.

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Strategy, costs & ROI

2 April 2026·5 min read

Which processes to automate first in an SMB

Not the most painful process — the most repetitive one. A two-question matrix to pick your first automation, and the three prioritisation mistakes to avoid.

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