Mogul.sg

MOGUL.sg: Harnessing the cloud to develop and implement a revolutionary real estate AI agent

Google Cloud Results
  • The organization’s database responds to queries 15% faster and more reliably, even with heavy production traffic

  • Enables near-instant intelligent AI responses and 10% lower cost with BigQuery when serving demand analytical queries on a large dataset

  • Reduce user query response time by 5-10 seconds, making interactions feel instant

  • Building intelligent solutions helps execute MOGUL.sg’s technical vision for AI, data analytics, and Map platform

In February 2025, MOGUL.sg launched MAIA, an AI agent for automated property searches and viewing appointments on WhatsApp. Google Cloud's Vertex AI and Gemini, with CloudMile's help, enabled its rapid development.

The new way to roll out real estate AI solutions

For the rapid launch of MAIA, MOGUL.sg wanted robust AI solutions and expertise. While its legacy IT infrastructure used AI, the business needed more advanced implementations and a partner with the experience to help fully realize its vision for MAIA – revolutionizing real estate with an agent that actively helps home buyers throughout their purchase journey.

After migrating its legacy cloud infrastructure to Google Cloud, MOGUL.sg gradually incorporated more solutions from Google API and its AI ecosystem. Gemini AI enables agent and user interactions for answering general queries; Google Maps API supports location-based responses to user inquiries; Vertex AI provides answers based on the business’ proprietary real estate knowledge; and Compute Engine houses MOGUL.sg’s internal database, ensuring AI-generated responses are data-driven and relevant.

Google Cloud gave us the AI tools we needed to bring MAIA to life—fast, responsive, and helpful from day one. With services like Vertex AI, Gemini, and BigQuery, we’ve improved speed, lowered costs, and delivered a better experience to our users. The platform has been reliable, and working with CloudMile made implementation smooth from start to finish.

Gerald Sim

Founder and CEO, MOGUL.sg

Why Google Cloud?

MOGUL.sg wanted MAIA to go beyond basic chatbot replies, but its legacy systems couldn’t support the kind of smart, real-time interactions the company envisioned. On the ops side, the manual management of systems was slowing down operations. The company needed a platform that could handle AI at scale, plug into its property data, and reduce the load on its IT teams.

Google Cloud had the tools the company needed: Vertex AI, Gemini, Maps, and BigQuery — all in one place. Plus, Google Cloud brought in its partner, CloudMile, which really understood what MOGUL.sg was building. This made the whole process faster and smoother as compared to stitching together multiple solutions from other providers.

Mogul.sg promotional banner

MOGUL.sg is a cutting-edge real estate platform that aims to simplify property buying and selling with quicker and relevant matches through geospatial data. It harnesses geospatial technology to digitally enable home buyers, home renters, property sellers and property agents in Singapore to search and sell in a smart and hassle-free manner.

Industry: Real Estate

Location: Singapore

Products: Vertex AI, Gemini AI, Google Maps API, Compute Engine, Cloud SQL, Big Query


About Google Cloud partner — CloudMile

CloudMile is a cloud and AI company empowering businesses to accelerate digital transformation through cloud technology and machine learning. Its mission is to make digital changes possible for every enterprise by modernizing and integrating mainstream IT and deploying digital solutions at scale for a successful digital future.

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