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Talk to Your Data: Operationalizing AI for Real Estate Intelligence

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Client

A leading institutional real-estate investment and development firm specializes in a specific asset class. They leverage data and technology to drive smarter acquisition decisions, valuations, and operational performance.

Challenge

The real estate company’s AI toolkit was actively expanding, but valuable data and insights were siloed across multiple applications and models. Team members needed a centralized place to access analytics, run models, and retrieve knowledge in real time—without relying on technical experts or data scientists.

Approach

Using the Managed AI Services (MAIS) approach, FLS was able to bridge this gap by designing and deploying a conversational AI interface that unified access to the client’s core intelligence. The goal was to make AI approachable—allowing any employee to “talk” to their data naturally and intuitively.

Solution

The “Talk to Data” chatbot, integrated directly into the customer’s internal web app, serves as the company’s central knowledge hub. Employees can:

  • Ask natural-language questions about assets, pricing, leases, or market data.
  • Trigger business workflows, such as running pricing models or generating summary reports.
  • Retrieve insights from internal databases and approved data sources securely.

The chatbot is powered by generative AI and fine-tuned on the client’s proprietary data and model outputs, ensuring that results are both context-aware and business-relevant.

Key Benefits

  • Democratized access to enterprise data and analytics.
  • Reduced dependency on analysts for everyday insights.
  • Empowered employees to make faster, more informed decisions.
  • Established a secure and scalable framework for ongoing AI adoption across business functions.

November 2025

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