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

1 June 2026·5 min read

60% of tickets resolved without a human — and happier customers

Two people, hundreds of repetitive requests, answers measured in days. The fix was not hiring a third person.

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Business & compliance

28 May 2026·4 min read

Digitalising Qualiopi, NDA and CPF: a training business without paperwork

Creating a French training organisation means drowning in compliance. We turned the whole journey into one online funnel — payment, documents, e-signature included.

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Chatbots & assistants

20 May 2026·4 min read

You probably don’t need a chatbot

The most requested AI project is often the least valuable one. Start from the process that hurts, not from the technology everyone talks about.

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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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