AI FAQ assistant

AI-Powered Clinic FAQ Assistant with Safety Guardrails

A guardrailed Telegram assistant designed to answer routine clinic questions without presenting itself as a veterinary professional.

Project introduction

Veterinary clinics may repeatedly receive questions about opening hours, appointments, available services, location, payment methods, and current promotions.

I built a portfolio-based Telegram FAQ assistant that connects incoming messages with the Gemini API through Make.com while applying clear scope and safety boundaries.

Operational problem

  • Inventing clinic information
  • Answering outside the intended purpose
  • Giving unsafe medical suggestions
  • Presenting uncertain information as fact
  • Failing to direct urgent concerns appropriately

System built

Make.com captures the Telegram message and sends it to Gemini together with approved clinic information and system instructions. The assistant answers routine administrative questions, uses fallback language when information is missing, and redirects medical or emergency concerns to professionals.

Workflow diagram

  1. 01Telegram Question
  2. 02Make.com Captures Message
  3. 03Clinic Information + Guardrails Added
  4. 04Request Sent to Gemini API
  5. 05Scope Check
  6. 06Telegram Reply Sent
Approved Clinic FAQ → FAQ Answer Generated
Unknown Info → Contact Clinic
Medical or Urgent Concern → No Diagnosis + Professional Referral

Tools and technical capabilities

  • Automated clinic FAQ responses
  • Approved-information-only instruction
  • Missing-information fallback
  • No diagnosis or medication recommendations
  • Emergency redirection
  • Structured AI response mapping

Actual project evidence

AI-Powered Clinic FAQ Assistant with Safety Guardrails evidence: Routine FAQ Support and Safety Tests
Routine FAQ Support and Safety TestsShows approved FAQ answers, missing-information fallback, and medical safety guardrails.
AI-Powered Clinic FAQ Assistant with Safety Guardrails evidence: Connected AI Workflow
Connected AI WorkflowShows Telegram, HTTP request to Gemini, and Telegram reply modules.
AI-Powered Clinic FAQ Assistant with Safety Guardrails evidence: Documented Project Build
Documented Project BuildShows the public repository for the assistant documentation.

Safety boundary

The assistant handles routine administrative questions only. It does not diagnose conditions, recommend medication, or replace licensed veterinary professionals.

Key learning or next improvement

The key learning is that AI assistants need clear scope boundaries, fallback behavior, and professional escalation rules before they can be trusted in sensitive service contexts.