Automated expense tracking in a Telegram bot with AI and n8n
AI Assist case: automated expense tracking in a Telegram bot. A screenshot, voice or text from three users — and data lands in Excel by itself.
2026-06-24Lead AI Engineer at AI Assist
Lead engineer. Responsible for integrating AI agents with CRMs, messengers, and clients’ business systems.
AI Assist case: automated expense tracking in a Telegram bot. A screenshot, voice or text from three users — and data lands in Excel by itself.
2026-06-24What Retrieval-Augmented Generation is, why RAG removes AI hallucinations, and how to use your own knowledge base for accurate agent answers.
2026-05-30How an AI agent differs from a classic chatbot, when a simple bot is enough, and when you need an autonomous agent with actions and integrations.
2026-05-12Why integrate an AI agent with your CRM, which processes it automates, and how to make sure no lead gets lost.
2026-04-23How to protect customer data when adopting an AI agent: access, storage, control, and the rules to agree on at the start.
2026-03-19Agentic AI doesn’t just answer — it plans and executes tasks. We explain how agentic AI differs from regular bots and where it delivers real value.
2026-06-17Modern AI works with more than text. We explain how multimodal agents understand voice and images and where it helps business.
2026-05-26Demand forecasting helps avoid freezing money in stock and losing sales to shortages. How AI makes forecasts more accurate.
2026-04-18Where AI agents are heading: autonomy, multimodality, multi-agent systems, and deeper integration into business processes.
2026-03-21An analytical comparison of open-weight local models and proprietary subscription models: privacy, cost, quality, and who each solution suits.
2026-06-19How an AI bot for a car dealership qualifies car buyers, answers about availability and trim levels, and books test drives 24/7.
2026-06-18How an AI bot for a fitness club answers about memberships and schedules, books trial sessions, and re-engages hesitant clients.
2026-06-11How the oral-care brand SoWhite removed the chaos from expense tracking with a Telegram bot — and what it is preparing next for customers.
2026-07-24