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Real Estate · Gurugram, Haryana

5× more site visit bookings from the same lead pool.

Agni called every portal lead within 4 minutes — qualifying budget, preference, and timeline before a human ever picked up.

Real EstateLead QualificationHinglishHindi
site visits bookedsame number of portal leads
<4 minlead response timedown from 4+ hours
₹700cost per site visitdown from ₹3,200
68%leads qualifiedbudget + timeline confirmed

The challenge

A Gurugram developer was generating 3,000+ portal leads per month but converting only 4% to site visits. The sales team averaged a 4-hour response time, by which point most leads had already visited a competitor. All calls happened in English — leaving a significant Tier-2 buyer segment (originally from UP, Bihar, Rajasthan) cold. Cost per site visit booking was ₹3,200.

The solution

Agni calls every new portal lead within 4 minutes, regardless of time of day. In Hinglish or Hindi based on the lead's response.


The qualification flow: budget range, possession timeline, configuration preference (2BHK/3BHK), current living situation (renting/owning), and decision-making stage. Leads that meet the ICP criteria are immediately patched to a sales executive with a warm introduction and full context. Leads outside budget are moved to a nurture flow.


The sales team now receives only warm, pre-qualified leads — and their first call is a conversation, not a qualification exercise.

Our sales team used to spend 70% of their time on calls that went nowhere. Now they only talk to people who have confirmed budget and timeline. Site visits in the first month were up 5×.

Sales Head, Real Estate Developer (Gurugram)

The results

Response time went from 4+ hours to under 4 minutes. Site visit bookings quintupled on the same lead volume. Cost per visit dropped from ₹3,200 to ₹700. The Tier-2 buyer cohort — previously underserved — became the fastest-growing segment.

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