Real Estate

A real estate CRM must handle a set of business logic that generic CRM platforms (Salesforce, Zoho) require extensive customisation to support: multi-source lead ingestion with deduplication, unit-level interest tracking across multiple prospects simultaneously, broker channel partner management with commission calculations, payment milestone tracking across the construction period, and regulatory document checklists per buyer file. NullStack builds real estate CRMs in Django with a PostgreSQL backend, designed around the actual sales and post-sales workflow of the developer’s operations team. Lead sources — 99acres API, MagicBricks API, Google Ads lead forms, website contact forms, and manual entry — feed into a unified lead queue with automatic deduplication based on phone number and email. Unit inventory is managed in a separate module with floor-rise pricing rules, discount authority limits by sales tier, and an API feed that updates the developer’s website and any portal listings in real time.

A real estate lead that receives an automated, project-relevant response within five minutes of their enquiry converts to a site visit at approximately 3x the rate of a lead that receives a call from the sales team six hours later, according to a 2024 analysis by Housing.com of response time and conversion data across its developer partners. NullStack builds AI-driven response systems that process incoming leads from any source, classify the enquiry type (budget range, configuration preference, timeline), and dispatch a personalised WhatsApp message with project-specific information and a site visit scheduling link within 60 seconds of lead receipt — at any hour of the day. The AI agent handles multi-turn follow-up conversations, answers project-specific FAQs using a RAG pipeline against the project’s brochure and specification documents, and escalates to a human sales executive when the prospect expresses strong purchase intent or asks questions outside the agent’s knowledge scope.

A project marketing website for a residential development has two primary conversion goals: generating qualified enquiries and building sufficient confidence in the project’s credibility to motivate a site visit from a buyer who may be evaluating three or four competing options. The technical requirements that support these goals are a fast-loading site (LCP under 2.5 seconds on mobile), an interactive unit availability search with floor plan display, a virtual walkthrough integration (either a self-hosted 360-degree tour or an embedded Matterport link), and a lead capture flow that collects the minimum information required to initiate a sales conversation while maximising completion rate. NullStack builds these sites in Django with a Vue frontend, optimised for Core Web Vitals from the initial build and structured with LocalBusiness and RealEstateListing schema markup to maximise organic search visibility for project-specific and locality-based search queries.

Real estate marketing campaign structure requires a different approach from e-commerce: the purchase decision cycle is long, the buyer researches extensively before making contact, and the most effective ads are not those that ask for an immediate enquiry but those that build project awareness and credibility over multiple touchpoints. NullStack structures real estate campaigns in three phases: an awareness phase using Meta video ads and YouTube pre-roll targeting income-proxy and life-event audiences in the project’s catchment area; a consideration phase using retargeting campaigns that serve project specification content to users who have visited the site or engaged with earlier ads; and a conversion phase using Google search campaigns targeting high-intent queries such as project name, builder name, and locality plus configuration keywords. Each phase is measured by its own leading indicator — video view rate, site visit bookings, enquiry volume — rather than expecting the awareness phase to directly produce bookings.