Property analytics

Pointer is a tech-enabled real estate agency in Cambodia that is building a platform to professionalize the local property market with accurate, transparent valuations.To support that goal, Pointer migrated its infrastructure to Google Cloud and built an end-to-end data platform centered on Vertex AI, which automates ingestion, cleaning, training, testing, and deployment of its price prediction models.Vertex AI also generates property descriptions from uploaded images for the AgentHub app, while Looker dashboards provide market insights and Google Maps Platform adds geospatial context for listings and user interaction.

PointerReal Estate

Properstar, a Swiss-based international real estate platform, leveraged Microsoft Azure AI technologies to create dynamic, nuanced property search and filtering tools. Recognizing the challenge of incomplete, unstructured data from agencies and the limitations of conventional search filters, they partnered with Microsoft to rapidly innovate a more advanced platform.Using Azure OpenAI, they extract and structure critical property details from millions of listings in multiple languages, expanding the searchable dataset by about 40 percent per property. Azure AI Search enables mandatory vs. optional feature settings for highly flexible, user-driven searches, ensuring buyers and renters do not miss relevant matches. The result is a platform achieving 98% property match accuracy.Azure Synapse Analytics, Azure Databricks, and Power BI power market insights, perform big data-driven price analyses, and improve decision-making for users seeking the best value. Data collection, cleaning, and market reports are heavily automated, reducing manual tasks and increasing innovation velocity.Security and compliance are managed with Microsoft Defender and standardized Azure protocols as Properstar scales globally, currently present in 65 countries. Future plans include AI-driven property concierge tools and voice/translation-enabled assistants to further enhance user experience. Properstar’s success demonstrates how data science and AI can transform online real estate discovery.

ProperstarReal Estate

InvenTrust Properties Corp, a leading multi-tenant retail real estate company, faced significant challenges in generating timely and accurate business insights needed for proactive leasing and property management decisions.Report preparation for monthly, quarterly, and annual financials often took up to three weeks, leaving little time for team members to conduct valuable data analysis or respond to ad hoc business requests.Slalom, the consulting partner, worked with InvenTrust to consolidate and standardize all company data, including financial actuals, CRM opportunities, budgets, forecasts, and demographic information, into a single SQL Server database hosted on Azure virtual machines.With the unified data platform, the team developed dozens of interactive Microsoft Power BI dashboards, giving business decision-makers on-demand access to critical property and business data.The dashboards allowed for visual, real-time analysis, enabling faster, more informed lease negotiations, forecasting, and property management decisions across InvenTrust’s 88 open-air shopping centers.The technology overhaul notably shortened the data compilation process from three weeks to just a few hours, freeing the accounting and leasing teams from manual reporting tasks and boosting their productivity.Business users, including leasing directors, now have access to mobile insights on-the-go, supporting rapid business decision-making in the field and direct competitive advantage in the leasing marketplace.Beyond providing reports, the transformation delivered hands-on Power BI training to employees, empowering them to create custom self-service dashboards as needed.This data strategy implementation positioned InvenTrust as an industry leader in leveraging data and analytics for commercial real estate management.

InvenTrust Properties CorpReal Estate

Leaseo replaced fragmented legacy property management systems with a single cloud-based AI platform to automate leasing, maintenance, inspections, and resident engagement workflows.Using Google Cloud AI services including Gemini models in Vertex AI, Leaseo deployed AI chatbots, call summarization, translation, video generation, and image analysis to enhance operational ease and customer experience.Google Kubernetes Engine and BigQuery underpin scalable, elastic infrastructure supporting AI-powered predictive and generative applications.Spaceman Consulting helped Leaseo migrate from AWS to Google Cloud, achieving 25% cost savings reinvested into AI-first strategy.

LeaseoReal Estate