Blog

Practical writing on automation, AI agents and data pipelines. No fluff, numbers, architecture and my experience from deployments.

What an AI agent costs a Czech company

An honest cost breakdown: three levels of complexity, what really drives the budget, what operations cost, and a simple ROI calculation.

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When an AI agent pays off, and when it's wasted budget

Three questions to ask before signing the order. And a simple calculation that tells you whether an agent makes economic sense.

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RAG in practice: giving a language model your company data without the whole internet seeing it

Retrieval-augmented generation explained clearly: what gets stored where, how the data flows, and why the model doesn't train on your documents.

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Automation without replacing systems: what middleware can do

You don't have to migrate your ERP to stop re-typing data by hand. How an integration layer over existing systems works, including ones without an API.

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