Guides

We break down how the technologies we deploy actually work — no marketing spin, with real limitations and real case studies.

• What a RAG assistant is and how it works in business

  How RAG assistants for document bases and Bitrix24/1C actually work — with real project examples and honest limitations.

• Computer vision monitoring for industry and farming

  Detection, tracking, and automatic event recognition from video — the mechanics of CV systems, illustrated with a dairy farm and manufacturing.

• AI call analytics and operational automation

  How AI scoring of sales calls and lead routing/scoring automation actually works — mechanics and honest limitations, backed by real cases.

• AI contract review: what it automates and where it stops

  How AI contract review works: template diffing, risk flagging, where the limits are, and what happens to your contract inside a cloud chatbot.

• When your task does not need an LLM — and what to use

  Signs a task gains nothing from a language model: a closed set of answers, spelling-level noise, a need for reproducibility — and what to use.

• Integrating without an API: email as the contract

  What to do when a counterparty offers no API: email as the data source, per-channel adapters, idempotency, and the limits of browser automation.

• Telegram bots for business: when they pay off

  How a bot differs from a web form, where it fits, and where it is an expensive FAQ page. Handover to a human, conversation state, data freshness.