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Real Estate2026 - Working Till Now · 5 weeks

A Real Estate Brokerage firm in lucknow

Built a chatbot to answer common property inquiries and qualify leads outside business hours.

Headline Result

Captured 34% more after-hours leads that would previously have gone unanswered.

Timeline
5 weeks
Industry
Real Estate
Core Stack
Python, LangChain

01.The Challenge

A large share of inbound inquiries came in after business hours and went unanswered until the next morning, by which many leads were lost . It was a problem that looked small from the outside, but was quietly costing Real Estate Brokerage real time every single day.

02.The Solution

Built a chatbot grounded in current listing data that answers common questions and qualifies leads immediately, handing off to an agent for anything it can't answer. The build prioritized something Real Estate Brokerage's team could actually run and maintain day to day, not just a one-off proof of concept.

03.How It Went

  1. 1Spent the first stretch getting access to Real Estate Brokerage's data and systems — usually the slowest part of an engagement like this, and worth doing properly upfront.
  2. 2Built Real Estate Brokerage's core system in stages, validating each piece against real data before moving on to the next rather than building the whole thing end-to-end blind.
  3. 3Integration took longer than the model itself for Real Estate Brokerage, mostly around getting the output into a format their existing tools could use.
  4. 4Working with the Real Estate Brokerage firm to extend it so system works without needing ongoing support. To give the site Whats App automation feautre is under discussion

04.Results

  • Captured 34% more after-hours leads
  • Qualified leads before an agent ever picked up the phone
  • Handed off cleanly to a human for anything outside its scope
  • Delivered to Real Estate Brokerage within the agreed 5 weeks with no major scope changes along the way

This feature addition to Real Estate Brokerage's team was genuinely useful — they picked it up and kept improving it without needing him on call.

Operations Lead, Confidential Real Estate Brokerage