A lead answered inside a minute, a site visit that is properly qualified, and documentation that does not hold the booking hostage.
Lead qualification agents, document processing and virtual site intelligence.
In residential sales the first call wins a disproportionate share of the site visits. Portal leads and social campaigns deliver enquiries in bursts, often outside office hours, and a sales desk of four people cannot answer eighty of them in the fifteen minutes where intent is highest. What follows is a set of untracked follow-ups, contested channel-partner attribution and a booking pipeline that only the sales head can explain.
The second half of the problem is paperwork. Every booking triggers KYC collection, an allotment letter, a payment schedule, an agreement, bank coordination for the home loan and a RERA-consistent disclosure trail. It is high-volume, repetitive, deadline-bound document work — the shape of task that automation handles well and that a good closer should not be doing.
The engagement usually ends up spanning both: an agent on the front to make sure nothing arrives unanswered, and document intelligence at the back so the sales team is not the bottleneck between a booking and a registration.
Named the way your operators name them, not the way a vendor deck names them. If none of these land, we are the wrong partner for this problem.
Portal and social leads arrive faster than the desk can dial. Response is measured in hours; the buyer has already spoken to two other projects, and the campaign that generated the enquiry gets blamed for the conversion.
What was promised on site, which channel partner introduced the buyer and why a hot lead went quiet all live in individual memories. Attribution disputes with partners follow, and forecasting is guesswork.
KYC, allotment letters, payment schedules, agreements and lender coordination for every unit. A missing PAN or an unreadable address proof stalls a booking for a week.
Snag lists, maintenance tickets and association handover are where a project's reviews are actually written, and where the developer has usually stopped staffing.
Ordered the way we would sequence them in a real estate engagement. Each one links to the capability behind it.
An agent that responds on WhatsApp or by call within the minute, at any hour — budget, configuration, location preference, timeline and loan requirement — then books a site visit into the sales calendar and hands a briefed lead to a human.
Portal feeds, Meta and Google lead forms, channel-partner submissions, call-centre entries and walk-in registers into a single deduplicated pipeline, with source attribution fixed at capture so it cannot be argued later.
Extraction and cross-validation of identity, address and income documents against the buyer record, with unreadable or mismatched pages flagged at upload rather than at the registration desk.
Live unit availability, cost sheets, payment plans, approved specifications and RERA disclosures answered from your own current documents, so no two salespeople quote the same unit differently.
Periodic capture compared against the construction schedule for slab and floor progress, plus PPE and barricade checks at defined zones — evidence for the review meeting instead of a photograph and an opinion.
Spend attributed to site visits and bookings rather than to lead volume, with the qualification signal coming from the agent that spoke to the lead in the first minute.
Read-only to begin with, write access only where a workflow needs it, and every integration documented before it goes near production.
These are targets and mechanisms, not results borrowed from somebody else’s project. We baseline each one on your data in the first fortnight, and report against that baseline monthly.
From lead creation to a real, two-way conversation — including nights and weekends, which is where most of the loss sits.
Split by source and by channel partner, with qualification recorded at the point of contact rather than reconstructed afterwards.
The only campaign number worth optimising in residential sales. Cost per lead rewards volume that the desk cannot work.
Days lost to document rework. This is what document intelligence has to reduce, and it is measurable from the first month.
Anything a system says about price, area, approvals, amenities or possession is a representation. Generated collateral and agent responses are restricted to approved, current source documents, with a human review gate before anything new goes live.
Outbound calls and messages sit under the DPDP Act for consent and under TRAI's commercial communication framework for registered sender identity, consent scrubbing and calling windows. We build to those constraints rather than around them.
Identity and income documents are collected for a defined purpose and kept for a defined period. Storage is encrypted, access is role-bound and logged, and retention is enforced by the system rather than by intention.
This is how we scope and build, not legal advice. Your compliance, risk and legal teams stay the authority on what applies to your organisation, and we work to their reading of it.
Put an instant-response agent on the lead desk of a single project, with a hard scope: qualify, book the site visit, hand over. Six weeks. The comparison is median first response time and lead-to-visit conversion against the previous quarter on the same project. If it works there, the same agent extends to the rest of the portfolio without a second build.
We sit with your operators, map the workflows, and score every candidate use case on value, data readiness and risk. You leave with a ranked backlog and a cost model.
We build the single highest-value agent against your real data and measure it against the humans doing that job today. If the number is not there, we say so.
Describe how real estate works in your organisation — the systems, the constraints, the part that goes wrong every week. We will tell you whether it is worth automating and what the first project would cost.