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real estate · 10 use cases

Top 10 sales and marketing use cases for AI agents in Real Estate

Ten workflows developers, brokerages and leasing teams can hand to AI agents now, using the portals, CRMs and ad platforms they already run, with a person approving every customer-facing step.

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What can AI agents do for real estate sales and marketing teams today?AI agents can sequence a project launch around its RERA registration, keep 99acres, MagicBricks and Housing.com listings in line with live inventory, answer portal leads on WhatsApp within minutes, fill the weekend site-visit roster, activate channel partners and reopen dormant enquiries when a matching unit frees up. People approve prices, offers and templates before anything reaches a buyer.

Launch sequencing from RERA registration to first bookings

The marketing head owns the plan that takes a new tower from teaser to booking window. An agent turns the RERA registration date, price list and inventory release plan into a dated, channel-by-channel launch calendar, so nothing that invites a booking goes out before the project is registered.

the workflow

  1. Trigger when the RERA registration certificate for the new phase is uploaded to the project folder.
  2. Read the registration number, authority website, carpet areas and committed possession date from the certificate and approved plans.
  3. Draft the launch calendar across Google Ads, Meta, portals, hoardings, WhatsApp and the channel partner meet, with every asset carrying the registration number and authority website.
  4. Human approval: The marketing head and legal approve the calendar, the price disclosures and each creative before it is scheduled.
  5. Schedule approved assets, then report daily enquiries, site visits and bookings by channel against the plan.
runs on nagentMIRA with NIA and HOOK
connects toGoogle Ads, Meta Ads Manager, Salesforce or LeadSquared, State RERA portal
measure it bySite visits per launch week, Bookings per channel, Ads published without a RERA disclosure

Guardrail. Under Section 3 of the Real Estate (Regulation and Development) Act, 2016 a promoter may not advertise, market or book units in an unregistered project, and Section 11(2) requires the registration number and authority website on every advertisement, with states such as Maharashtra also requiring a project QR code.

Portal listing refresh across 99acres, MagicBricks and Housing.com

Portal managers spend hours keeping listings in step with what is actually for sale. An agent compares live inventory with every portal listing each week and drafts the corrections, so buyers stop enquiring about sold units or stale prices.

the workflow

  1. Trigger every Monday from the inventory export in the sales CRM or ERP.
  2. Match each unit type, tower and price band against live listings on 99acres, MagicBricks and Housing.com.
  3. Flag sold-out configurations, outdated prices, missing RERA numbers and photos that show renders as finished work.
  4. Draft the listing edits and a pause list for sold-out stock.
  5. Human approval: The portal manager approves the edits and any price change shown to buyers.
  6. Publish the approved edits and log the change history for the next audit.
runs on nagentMIRA with NIA
connects to99acres, MagicBricks, Housing.com, Sell.Do or Salesforce
measure it byListings matching live inventory, Enquiries on unavailable units, Cost per qualified portal lead

Guardrail. Area, price and possession details on a listing must match the registered project details, because Section 12 of RERA makes the promoter answerable to buyers who pay on the strength of incorrect advertised information.

Micro-market and budget search term pruning for project campaigns

Performance marketers on Google Search see spend leak to queries from the wrong city, budget or configuration. An agent reviews search terms against qualified site visits from the CRM and proposes negatives, new ad groups and budget shifts each week.

the workflow

  1. Trigger on the weekly search terms report and the offline conversion upload of qualified site visits.
  2. Cluster queries by micro-market, BHK configuration, budget band and ready-to-move versus under-construction intent.
  3. Identify clusters that produce leads but no site visits, and clusters that convert but are under-funded.
  4. Draft negative keywords, new ad groups with matching ad copy, and a budget reallocation.
  5. Human approval: The performance lead approves the negatives, new copy and any budget shift above the agreed limit.
  6. Apply the approved changes and track cost per site visit by cluster the following week.
runs on nagentMIRA with NIA
connects toGoogle Ads, Google Analytics 4, LeadSquared or Salesforce
measure it byCost per qualified site visit, Share of spend on converting clusters, Lead to site visit rate

Guardrail. Every new ad keeps the RERA registration number and authority website, and copy never promises assured returns or rental yields the promoter has not committed to in writing.

NRI buyer campaigns timed to Gulf, UK and US time zones

NRI desks chase buyers who browse at night Indian time and ask the same questions about payments and paperwork. An agent plans region-specific campaigns, webinar slots and landing content, and routes leads to the NRI desk with the time zone and preferred call window attached.

the workflow

  1. Trigger when the NRI desk opens a campaign for a project and selects target regions.
  2. Draft region-specific ads, landing copy and a webinar schedule set to local evening hours in each region.
  3. Prepare an FAQ on booking from abroad, payment through NRE, NRO or FCNR accounts, and power of attorney steps, sourced from the bank and legal team.
  4. Human approval: The NRI desk head and legal approve the ads, the FAQ wording and the webinar invite.
  5. Launch the campaigns and route each lead to an advisor with region, time zone and stated budget.
runs on nagentMIRA with NIA
connects toMeta Ads Manager, Google Ads, Zoom or Google Meet, Salesforce or LeadSquared
measure it byWebinar attendance to site visit or video tour rate, NRI bookings by region, Time to first advisor call

Guardrail. Payment and repatriation statements follow the RBI Master Direction on acquisition and transfer of immovable property under FEMA, and the content says plainly that tax and repatriation questions go to a qualified advisor.

Monthly construction progress updates for booked and undecided buyers

Booked buyers want proof the project is moving, and fence-sitters want the same reassurance. An agent turns the site engineer’s monthly photos and milestone sheet into buyer updates, social posts and a short walkthrough, so the CRM team stops writing them by hand.

the workflow

  1. Trigger when the site team uploads the month’s progress photos and milestone sheet.
  2. Select photos, caption each milestone against the construction schedule and draft a short walkthrough script.
  3. Produce the WhatsApp update for booked buyers, an email for open enquiries and two social posts.
  4. Human approval: The project head approves that every image is real site progress and every milestone date is accurate.
  5. Send the approved updates and log opens and replies against each buyer record.
runs on nagentCREA with RUPA and Alpha
connects toWhatsApp Business API, HubSpot or Salesforce Marketing Cloud, Instagram, Google Drive
measure it byBuyer update open rate, Customer service tickets on progress, Site visits from open enquiries after an update

Guardrail. Progress content shows actual site photos labelled with their date, never renders presented as progress, and never states a possession date different from the one registered with RERA.

Portal lead triage and WhatsApp qualification within minutes

Portal leads go cold while they wait in a sales queue, and the same buyer often arrives from three portals at once. An agent dedupes each lead, sends an approved WhatsApp opener, asks budget, configuration and timeline, and assigns a scored lead to the right sales manager.

the workflow

  1. Trigger when a 99acres, MagicBricks or Housing.com lead lands in the CRM through the portal integration.
  2. Merge duplicates across portals and existing records, and check the consent recorded for WhatsApp and calls.
  3. Human approval: The sales head approves the WhatsApp templates, qualification questions and scoring rules before they go live.
  4. Send the approved opener and qualification questions, and capture budget, BHK, location and purchase timeline.
  5. Score the lead and assign it to the sales manager for that project, with the conversation attached.
runs on nagentSERA with CORA
connects to99acres, MagicBricks and Housing.com lead feeds, WhatsApp Business API, LeadSquared or Sell.Do
measure it byTime to first response, Lead to qualified conversation rate, Duplicate leads merged

Guardrail. Business-initiated WhatsApp messages go only to people who opted in to hear from the developer, and any SMS or call follow up uses DLT-registered headers and templates under TRAI’s Telecom Commercial Communications Customer Preference Regulations, 2018, as amended in 2025.

Weekend site-visit scheduling and no-show recovery

Sales galleries are packed on weekends and empty midweek, and no-shows waste the busiest slots. An agent books visits against sales manager calendars, sends location and reminders, and reschedules no-shows before the lead goes cold.

the workflow

  1. Trigger when a qualified lead asks to visit the site or show flat.
  2. Offer slots from sales manager calendars, balancing weekend load and suggesting midweek where the buyer is flexible.
  3. Human approval: The site sales manager approves the weekend roster and any slot outside gallery hours.
  4. Send the confirmation with a location pin, parking note and reminder the evening before.
  5. Log the visit outcome from the sales manager’s notes, and offer a new slot to no-shows the same day.
runs on nagentSERA with DEXA
connects toGoogle Calendar or Outlook, WhatsApp Business API, Sell.Do or Salesforce, Google Maps
measure it bySite visit show rate, Visits per sales manager per week, Visit to booking rate

Guardrail. Reminders and reschedule messages go only on channels the buyer consented to, and stop as soon as the buyer asks.

Channel partner activation and lead registration conflict checks

Channel partner heads run hundreds of brokers and spend launch weeks settling who registered a buyer first. An agent segments empanelled partners, sends launch kits to the active ones and checks every partner lead registration against direct leads before brokerage is promised.

the workflow

  1. Trigger on a launch, a new inventory release or a change in the brokerage slab.
  2. Segment empanelled partners by micro-market, past closures and recent activity, and check each has a valid RERA agent registration.
  3. Send the launch kit, approved creatives and brokerage terms to active partners, and a reactivation note to dormant ones.
  4. Check each partner lead registration against existing direct and portal leads and flag conflicts with the evidence.
  5. Human approval: The channel partner head approves brokerage terms and rules on every flagged conflict.
  6. Confirm the ruling to the partner and record attribution in the CRM.
runs on nagentSERA with NORA
connects toSalesforce or Sell.Do partner portal, WhatsApp Business API, State RERA agent register
measure it byActive partners per launch, Partner-sourced site visits and bookings, Attribution disputes raised

Guardrail. Only agents registered under Section 9 of RERA may facilitate sales in a registered project, and partner ads must carry the project registration details just as the developer’s do.

Post-visit follow up with cost sheets and payment plans

After a site visit, buyers compare three projects and decide on the clearest cost sheet. An agent drafts the follow-up email and WhatsApp with the exact unit, all-inclusive cost sheet and payment plan, and flags the buyer’s stated objections for the sales manager.

the workflow

  1. Trigger when the sales manager logs a site visit outcome in the CRM.
  2. Pull the shortlisted units, current price list, statutory charges and the applicable payment plan.
  3. Draft a follow-up that answers the objections noted on the visit, with the cost sheet attached.
  4. Human approval: The sales manager approves the cost sheet, any discount or offer, and the message before it is sent.
  5. Send the approved follow up and schedule the next touch based on the buyer’s timeline.
runs on nagentSERA with DEXA and LIPI
connects toSalesforce or LeadSquared, Gmail or Outlook, WhatsApp Business API
measure it byVisit to booking rate, Days from visit to booking, Discount given per booking

Guardrail. Cost sheets state the full price including charges, and the follow up never asks for more than the advance RERA Section 13 allows before a registered agreement for sale.

Dormant enquiry reactivation when a matching unit frees up

Cancellations and new phase releases create inventory that past enquirers wanted but could not get. An agent matches freed units to dormant leads by budget, configuration and tower preference, and drafts a personal note to each one whose consent is still valid.

the workflow

  1. Trigger on a booking cancellation or a new inventory release in the CRM.
  2. Find dormant leads whose recorded budget, configuration and location match the freed units.
  3. Drop leads that withdrew consent or asked not to be contacted, and rank the rest by past engagement.
  4. Human approval: The sales head approves the shortlist, the offer and the message before outreach begins.
  5. Send the approved notes and route replies to the original sales manager.
runs on nagentSERA with CORA
connects toSalesforce or LeadSquared, WhatsApp Business API, Inventory sheet or ERP
measure it byReactivated leads to site visit rate, Days to resell a cancelled unit, Opt-outs per campaign

Guardrail. Reuse old enquiry data only for the purpose the buyer agreed to, and honour withdrawals of consent across every channel, in line with the Digital Personal Data Protection Act, 2023 and its 2025 Rules.

Frequently asked questions

Where should a developer start with AI agents in sales and marketing?

Start with portal lead triage and site-visit scheduling. Both use data you already hold, both have clear measures in response time and show rate, and the human approval sits on a small set of templates rather than every message. Launch sequencing and channel partner work come next once the CRM data is clean.

How do we keep AI-made ads within RERA advertising rules?

Make the registration number, authority website and any state QR requirement fields the agent must fill on every asset, and block publishing when one is missing. Regulators are checking: MahaRERA has penalised hundreds of projects for missing QR codes and registration numbers, working with ASCI to spot violations. Keep a person approving every price, area and possession claim.

What data do the agents need, and who owns it?

They need the CRM with lead source and consent, the live inventory and price list, the RERA certificate and approved plans, and ad platform reports. Your team owns all of it. If inventory and CRM disagree, fix that first, because an agent will repeat whatever the systems say.

What is the cost of getting it wrong?

An unregistered or undisclosed ad can draw a RERA penalty, and an advertised claim that turns out to be wrong can leave the promoter liable to the buyer under Section 12. Messages sent without consent risk DLT blocking and WhatsApp account limits. That is why agents propose and people approve anything a buyer sees.

sources

  1. India Code: The Real Estate (Regulation and Development) Act, 2016
  2. Storyboard18: MahaRERA penalises 628 projects over absence of QR codes in ads, registration number (2024)
  3. The Realty Today: MahaRERA makes QR code, registration number mandatory in ads (2025)
  4. TRAI: Press Release No. 11 of 2025 on amendments to the TCCCPR, 2018 (2025)
  5. Khaitan & Co: TRAI releases Second Amendment to the TCCCPR 2018 (2025)
  6. Meta for Developers: Get opt-in for WhatsApp
  7. RBI: Master Direction on Acquisition and Transfer of Immovable Property under FEMA
  8. JLL: Real estate’s AI reality check, Global Real Estate Technology Survey (2025)

free guide

18 AI agent use cases for Real Estate

Every workflow on these pages in one PDF, ready to share with your team: the trigger, the steps the agents take, where a person approves, the systems it connects to and how to measure it.

  • Top 10 sales and marketing use cases for AI agents in Real Estate
  • Top agentic AI use cases for Real Estate in H2 2026
  • The guardrails and the rules they come from, with sources

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