LEO Chat
LEO Chat — the agency's own product, the engine the booking bot is built on
- Task
- Answer customers from a knowledge base without made-up answers and without losing messages under load — in Telegram and in the website widget.
- Solution
- A knowledge base with links to sources, handing unknown questions to an operator, a message queue with retries and deduplication.
- Result
- 89.7% accurate answers on a reference set of 45 questions and not one outside the knowledge base (4 July 2026, evaluated against the live OpenAI API); 0 lost and 0 duplicated confirmed messages in a chaos test: 300 messages per second with forced shutdown of the engine, NATS and Redis (17 August 2026, test stack, not production). These measurements did not include a booking scenario: the questions were shop questions and no calendars were connected.