AI assistant - chat bot

AI assistant for traffic arbitrage — a smart bot that collects and analyzes information from relevant Telegram chats in real time. The assistant learns from live discussions, allowing it to answer any questions related to arbitrage, providing the most up-to-date and relevant responses.

Key features:
• Data collection and processing from Telegram chats in real time
• LLM model trained on content from the arbitrage community
• Intelligent query search:
o What was discussed today / a week ago
o What changes occurred over a certain period
o Current cases, offers, sources, connections, etc.
• Contextual time clarification: if a query requires a period — the bot automatically clarifies this
• Feedback system after each query — quality assessment of the response for model training
• Query rephrasing function: if the bot cannot answer — it provides advice on how to better formulate the question

Technologies:
• Telegram API for chat integration
• Claude for query processing
• Vector DB (ChromoDB) for semantic search through chat archives
• FastAPI for backend
• PostgreSQL for data storage

Result:
Thanks to this assistant, users gain instant access to concentrated knowledge from dozens of arbitrage chats. The bot reduces the time spent searching for information, helps beginners adapt, and enables experienced users to stay on top of changes. The admin panel provides owners with valuable analytics on audience interests and response effectiveness.