Property portfolio dashboards
Occupancy, arrears, rent roll, service-charge collection and lease expiries for every building in one view.
Data Analytics · Real Estate
Real Estate Data Analytics & Property Price Prediction
Bring listings, transactions, leases and rent rolls into one place, then see pricing, rental yield, occupancy and lead performance clearly enough to act on them.
Overview
Real estate data analytics for pricing, yield and portfolio decisions
Property businesses sit on more data than they use. Rent rolls live in Yardi or AppFolio, leads in the CRM, comparables on portals, service charges in spreadsheets and transaction records in government registries. Questions like which building is underperforming, or what a three-bedroom should list for this month, still take an analyst days. Real estate data analytics joins those sources so the answers are ready when you need them.
We build the pipelines, the warehouse and the dashboards. Property portfolio dashboards show occupancy, arrears, rent per square foot, maintenance cost and lease expiries across every building. Rental yield analytics compares gross and net yield by unit, building and area. Real estate market analytics tracks asking prices, days on market and supply for the communities you sell in. For sales teams, lead-source reports show which portals and campaigns produce viewings and deals, not just inquiries.
On top of clean data we add prediction. Property price prediction models estimate fair list prices and rents, forecasting models anticipate vacancies and renewals, and alerts flag units drifting below market. We deliver into Power BI or Looker Studio if your team already uses them, with role-based access so owners, asset managers and agents each see the right numbers. We have built admin analytics panels before, such as the one behind AA JoyLand's WhatsApp support bot, and apply the same approach to property data.
Use cases
AI Data Analytics use cases in Real Estate
Rental yield analytics
Gross and net yield by unit, building and area, with costs pulled from your property management and finance data.
Property price prediction
Models suggest list prices and rents from recent transactions and comparable listings.
Market and community tracking
Follow asking prices, days on market and new supply by community, project or postcode.
Lead source and agent performance
See which portals, campaigns and agents turn inquiries into viewings and closed deals.
Vacancy and renewal forecasting
Predict which leases are unlikely to renew so managers can act before units sit empty.
How it works
How it works
- 01Connect your sourcesPipelines pull from your CRM, property management system, portal exports, transaction data and spreadsheets.
- 02Clean and matchUnits, buildings and leads are de-duplicated and matched so every report counts the same thing.
- 03Define the metrics onceYield, occupancy, arrears and conversion are defined with you and calculated the same way everywhere.
- 04Add predictionsPricing, vacancy and lead-scoring models run on top of the clean data.
- 05Deliver to the right peopleDashboards, scheduled reports and alerts reach owners, asset managers and sales heads.
Capabilities
Key features
One property data warehouse
Listings, leases, transactions and leads in a single trusted source.
Role-based dashboards
Owners, asset managers, finance and sales each get views built around their decisions.
Pricing and yield models
Price prediction, rent estimates and yield forecasts trained on your market data.
Questions in plain language
Type "which buildings had the most arrears last quarter?" and get the answer with a chart.
Alerts and scheduled reports
Weekly portfolio packs and threshold alerts by email, Teams or WhatsApp.
Access control and audit logs
Tenant and buyer data protected with role-based access, encryption and logging.
Integrations
Works with your Real Estate stack
- Yardi
- AppFolio
- Buildium
- Salesforce
- HubSpot
- MLS / IDX listing feeds
- Power BI
- Looker Studio
- BigQuery
- PostgreSQL
- Excel / Google Sheets
Using something else? If it has an API, a database or a webhook, we can connect to it.
Outcomes
Benefits for Real Estate teams
Price with confidence
List and lease at levels backed by current data, not last quarter's guess.
Spot underperforming assets early
Falling yield, rising arrears or slow lettings show up while there's still time to fix them.
Marketing spend that follows results
Budget moves to the portals and campaigns that produce deals.
Investor-ready reporting
Owners and investors get consistent, current portfolio numbers without manual spreadsheet work.
Our work
Related Work
FAQ
AI Data Analytics for Real Estate: FAQs
What is real estate data analytics?
It's combining listing, transaction, lease and lead data to understand performance and predict what happens next. Common uses are pricing, rental yield tracking, portfolio reporting and measuring which marketing channels produce deals.
How is rental yield calculated in your dashboards?
It depends on the definition you use, and we agree it with you first. Gross yield is annual rent divided by property value; net yield subtracts costs such as service charges, maintenance and vacancy. Every report then uses the same formula.
Can you combine data from Yardi and our CRM?
Yes. We build pipelines from Yardi, AppFolio, Buildium, Salesforce, HubSpot and spreadsheets into one warehouse, matching units and contacts so leasing and sales numbers line up.
How accurate is property price prediction?
It depends on how many recent comparables exist. In active communities with plenty of recent sales, estimates are useful for guiding list prices. For rare properties the model shows a wider range, and a valuer should make the call.
Do we need a data team to use this?
No. We build and maintain the pipelines and models, and dashboards are designed for managers and agents. If you have analysts, we work alongside them.
Can we keep using Power BI or Excel for property reports?
Yes. We can deliver into Power BI, Looker Studio or Excel, or build a custom portfolio dashboard if you need features those tools don't offer.
Explore
More AI services for Real Estate & Property Management
AI Voice Agents
AI Voice Agent for Real Estate Agencies & Property Managers
Voice agents that call portal leads back in minutes, qualify buyers, book viewings and answer tenant calls 24/7.
Explore AI ChatbotsReal Estate Chatbot Development for Agencies & Developers
WhatsApp and website chatbots that match buyers to listings, answer off-plan questions, qualify leads and book viewings.
Explore AI AutomationReal Estate Automation for Agencies & Property Managers
AI automation for lead follow-up, CRM updates, tenant requests, rent reminders, lease abstraction and transaction paperwork.
Explore Custom AI DevelopmentCustom Real Estate AI Development
Custom proptech AI: valuation models, recommendation engines, document intelligence and real estate AI apps built to your spec.
ExploreAI Data Analytics for other industries
Know what every unit should earn.
Tell us the portfolio or pricing questions you can't answer today. We'll show you the dashboard and model that would answer them.