Built on python backend / Frontend ( only admin )

WhatsApp front end integration ( general usage )

Retrieval augmented generation

LLM - open AI Gpt 4

Google maps API

Structure

Web scraping of all property listing sites and their agents numbers

Vector embedding of stored data for easy call up + indexing

Vector database for storing data

Open Ai for prompt fine tune

Open Ai for property choices fine tune after retrieval from database to ensure it fits Users need ( last point of correction )

LLM is a super real estate agent. Helping users find properties based on pricing, location, number of bedrooms, toilets and any other criteria they have set.

LLM By default tells users how close or far each property choice is to the main amenities in their area and the band / band rate for their area