Medical Dataset

(Symptoms, Diseases, FAQs, Health Schemes)

Data Cleaning & Translation

(English/Hindi/Hinglish)

Embeddings Generation

(Transformer-based Models)

Vector Database

(NeonDB + pgvector)

FastAPI Backend

(Language Detection, APIs, Cross Questioning)

AI Logic

(Symptom Analysis, Doctor Recommendation, Home Remedies)

LLM Engine

(Context + Reasoning)

WhatsApp Cloud API

(Webhook Integration)

Personalized Response

(Remedy, Test, Specialist Advice)

User on WhatsApp

(Sends Query)