Field notes, not press releases
What we learn building AI systems for businesses in Uzbekistan, written down so you can use it whether or not you ever hire us.
July 16, 2026 · 7 min
What a Telegram AI assistant can and cannot do for an Uzbek SMB
Telegram is where your customers already are. Here is what an assistant realistically takes over there, where the channel's mechanics limit it, and how to plan around both.
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July 16, 2026 · 8 min
amoCRM vs Bitrix24 for AI automation: an integrator's field notes
We wire assistants into both every month. The honest comparison: where each CRM makes AI automation easy, where it fights you, and how to choose for your team.
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July 16, 2026 · 7 min
Voice agents that speak Uzbek and Russian: how the stack handles the mix
Real calls in Tashkent switch languages mid-sentence. What that does to speech recognition and synthesis, and how a production voice agent copes.
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July 16, 2026 · 6 min
RAG explained for business owners: why the assistant stops inventing answers
Retrieval-augmented generation in plain terms: what actually happens between a customer's question and the answer, and which failure modes it removes.
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July 16, 2026 · 7 min
On-premise AI in regulated industries: what data residency actually requires in Uzbekistan
Article 27-1 of the personal-data law, what it means in practice, and when self-hosted AI is the honest way to comply rather than a luxury.
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July 16, 2026 · 6 min
What fixed-price AI delivery looks like: scope, stages, and where budgets leak
Why AI projects drift, how a staged fixed-price model prevents it, and the three places budgets actually leak regardless of the pricing model.
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