PropAI
AI-powered property valuation and deal sourcing
500+
Agents using PropAI
12K+
Listings analysed daily
±3.1%
Valuation accuracy
68%
Deal alert open rate
The Challenge
Australian property investors were spending weeks manually analysing listings to find undervalued deals. The client needed an AI tool that could surface motivated sellers and predict 3-month price movements.
The Solution
Ubikon built a Python ML pipeline on SageMaker trained on 10 years of CoreLogic data, with a React dashboard showing valuation confidence scores, comparable sales, and automated deal alerts.
How We Built It
Data Pipeline
CoreLogic API ingestion, feature engineering for 120+ property attributes.
Model Training
Gradient boosting + neural net ensemble, SageMaker training jobs, MLflow tracking.
API Layer
FastAPI inference endpoint, batch valuation jobs, confidence interval calculation.
Dashboard
React app with map-based search, deal score heatmap, saved search alerts.
Agent Onboarding
CRM integrations (Rex, Salesforce), white-label option for brokerages.
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