Znai.cloud
RAG-as-a-Service platform. Upload your knowledge base, configure the prompt — get an AI Telegram bot in minutes. No code required.
Znai.cloud is a RAG-as-a-Service platform that lets anyone create an AI-powered Telegram bot from their own knowledge base — without writing code.
Users register, upload documents (PDF, TXT, DOCX), and the platform automatically splits them into chunks, generates embeddings via OpenAI text-embedding-3-large, and indexes them in Qdrant. Then they provide a Telegram bot token, customize the system prompt — the bot is live.
Every query goes through a 3-stage enrichment pipeline: insights from the async ExtractionAgent (topics, entities from prior conversations), context from recent chat history, and semantic triggers that expand queries about prices, delivery, contacts.
The platform includes per-user quota management, chat session tracking, conversation insights, and a React frontend with landing page, admin panel, and chat interface.
