© 2026 Medoya LLC
Powered by voilamia
Subscribe to receive new insights
Medoya Labs
An Azure-hosted chatbot over GTFS static and real-time feeds that answers only from the official schedule. Python, March 2025.

An Azure-hosted chatbot over GTFS static and real-time feeds. It answers schedule, arrival, and service-alert questions from the official data, and says so.
Grounded answers. Every reply is built from the authoritative feed, never from the model's memory, and each one names its source.
Real-time alerts. GTFS-RT service alerts and arrival predictions, with the time of the answer stated.
A privacy note in every session. Users are told the conversation may be stored for quality review and asked not to share personal information.
A public assistant that answers only from authoritative data is the same grounding discipline a patient-facing chatbot needs, and one your compliance mapping will ask you to prove. Disclosure when a patient talks to a chatbot is now state law in several places; grounding, a stated source, and a clear boundary are how you meet it without slowing the team down.
Python, March 2025.
Book a free 30-minute call. Tell me which AI tools your team uses today and one workflow you'd like an agent to take on. You'll leave knowing the three biggest things in your way and a first step for each.