Analyze structured and unstructured property information to estimate market value, identify comparable properties, flag unusual valuations, and provide supporting data for analysts, appraisers, lenders, investors, and property platforms. Depending on the use case, the model can incorporate:
- Property characteristics such as area, age, property type, number of rooms, construction type, and amenities.
- Historical transactions and comparable sales.
- Price-per-square-meter trends.
- Location and neighborhood characteristics.
- Employment, income, population, and demographic indicators.
- Market liquidity and transaction activity.
- Rental data and expected yields.
- Geospatial information.
- Property images and condition indicators.
The objective is not simply to output another number. A production AVM should also communicate why the estimate was generated, how confident the system is, what comparable evidence contributed to it, and when a property should be routed to manual review.






























