CPSV: the only metric that matters in Indian real estate marketing
Cost per lead tells you what you paid for a form-tap. Cost per site visit tells you what you paid for a buyer standing at your project gate. Here's how to compute it, benchmark it, and drive it down.
Indian real estate pays the highest cost per lead of any vertical in the country, ₹400 to ₹2,000 on Meta, and up to ₹6,000 on Google for luxury inventory. Yet leads convert to bookings at just 0.5-3%. Both numbers are widely known. What almost nobody does is divide one by the other and stare at the result.
A ₹800 lead at a 1% booking rate is an ₹80,000 acquisition cost per booking, before your pre-sales team's salaries, before brokerage, before the campaign manager's retainer. The lead was never the product. The site visit is the first moment a prospect becomes a buyer, and it is the last event in your funnel you can still influence with software.
The formula
CPSV = (media spend + platform costs + voice/calling costs) ÷ site visits attended. Note 'attended', not 'booked', with no-show rates running 30-45% across the industry, a booked visit is a hope, not an outcome.
Computed honestly, most Indian campaigns land between ₹5,000 and ₹15,000 per attended visit. One published case study, a developer who wired conversion events back to Meta, took CPSV from ₹7,125 to ₹2,846 on the same media budget. The spend didn't change. The signal did.
Why CPL keeps winning anyway
CPL survives because it is easy: the ad platform reports it for free, and everyone in the reporting chain, agency, portal, marketing manager, looks better when the denominator is big. Site visits are messier. They happen offline, they get logged in a channel partner's WhatsApp group if they get logged at all, and no ad platform sees them.
That measurement gap is exactly why the top 10% of leads produce 40-60% of bookings while the other 90% burn budget. The platform optimises for what it can see: form-taps. Feed it site visits instead and the algorithm starts hunting buyers.
Driving it down
Three levers move CPSV, in order of impact. First, speed: engage every lead within 30 seconds on WhatsApp, answer rates on cold calls to portal leads run 10-20%, while WhatsApp engagement runs three times higher. Second, qualification: a structured flow in the buyer's own language filters the visitors from the tourists before your team spends a minute. Third, the closed loop: fire qualified-lead and site-visit events back to Meta CAPI and Google offline conversions so the next rupee of spend targets people like your attendees, not people like your form-tappers.
This is the entire thesis behind Dhanur AI: we sell cost per site visit, never cost per lead. CPL appears in our dashboard only as a small grey diagnostic, on purpose.
Put this into practice
Dhanur AI ships this playbook as software, 30-second WhatsApp engagement, compliant by construction, measured in CPSV.
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