A Retrieval-Augmented Generation (RAG) pipeline for help.mail.ru that features recursive web scraping, text chunking, FAISS-based semantic search, multiple embedding models (deepvk, MiniLM, LaBSE), uniformity & alignment evaluation, and TSNE visualization.