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10 Leo Ave, Tarneit VIC 3029, Australia

Office #51 3rd Floor Crystal Arcade, LMQ Road, Multan

1910 Pacific Ave Suite 2000
PMB2461, Dallas, Texas 75201

+61 421 702 706

connect@devvibe.com

RennoEstimator: AI-Powered Real Estate & Insurance Valuation

Projects

Brief and project description

We join hands with an emerging insurance company in the USA to develop the Renno-Estimator platform, an AI-powered application that enhances the accuracy of real estate valuations. 

Using Yolo, a computer vision-based open-source model as a foundation model for this project, and integration of Google Map API helped us train the model to fetch the footprints of the building and detect the exact measurement through satellite imagery. Then it maps out details such as rooms, kitchens, baths, and storage areas.

The application then predicts the construction cost and gives the current market estimation of the prices based on the market trends around the region. For insurance purposes, the exact estimations were made with the financial modeling and key factors provided by the company, plus the power of Artificial Intelligence. A subscription model is added for the company to maintain the revenue flow and expenses for the technology. The app was used by their own agents and real estate professionals.

  • AI-powered detection of dimensions from satellite imagery.
  • YOLO CV model training on the residential and commercial buildings dataset.
  • Automated property valuation with cost estimationRegion-based pricing trends and impacts
  • Subscription model for insurance agents
  • End-to-end solution: from detection to valuation

Technologies and Tools:

Flutter
Figma
Python
Firebase
OCI (AI Model Hosting)
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Process

A combination of AI object detection with real estate economics. We acquire the data set from multiple sources to train the model and generate data ourselves to maximize the potential of fine-tuning.

The AI model, Hosting and API layer execution on Oracle Cloud Infrastructure (OCI) serve as a bridge between AI and Flutter-based Mobile Application. Firebase (a secure cloud back end) is used with the UI/UX carefully designed on Figma. The application also integrates a subscription-based access model. Functionality, usability, security, compatibility, and load testing methodologies were applied in the QA process to ensure the smoothness, reliability, and steadiness of the Application.

Artificial Intelligence refers to the development of computer systems that can perform tasks that would typically require human intelligence. It involves the creation of algorithms and models that enable machines to learn, reason, perceive.

Adam Peterson

Key Outcomes

Data lies at the heart of neural networks, and our services start with understanding your unique data landscape. We work closely with you to identify and collect relevant data sources, ensuring that your neural network models are built on a solid foundation. Our data scientists employ cutting-edge techniques to preprocess and clean the data, making it ready for training the neural network models.

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