Built an intelligent Telegram chatbot with semantic search capabilities using n8n Cloud orchestration, OpenAI embeddings, and Qdrant vector database. Supports multilingual conversations (English, Ukrainian, Russian) and processes text, images, and video inputs. Implements RAG (Retrieval-Augmented Generation) for accurate responses from internal knowledge base.