Track real estate market pain points with Apify, GPT-4o and Telegram alerts

market-researchreal-estateapifyairtabletelegramopenai•

Daily trigger

Scrape queries

Extract top pain points

Load yesterday

Store today

Send alert

Overview

This workflow monitors online sentiment and recurring problems in real estate, producing a daily summary for agents and brokerages.

Product Specs

Runs on a daily schedule
Scrapes real estate-related queries from Google via Apify
Summarizes results into a text block and extracts top pain points with GPT-4o
Compares against yesterday’s summary stored in Airtable
Sends a daily alert via Telegram and stores the day’s summary in Airtable

Pipeline Description

On schedule, Apify scrapes query results, the workflow condenses content and asks GPT-4o for top pain points. It loads yesterday’s Airtable entry, compares patterns, saves today’s summary to Airtable, and sends a Telegram update.