AI-powered property valuation and deal sourcing concept
What this concept would cover
ML valuation pipeline, comparable-sales matching, deal alerting, agent dashboard
The Challenge
Property investors spend weeks manually analysing listings to find undervalued deals. The client needs an AI tool that can surface motivated sellers and predict short-term price movements.
The Solution
Ubikon would build a Python ML pipeline on SageMaker trained on historical property data, with a React dashboard showing valuation confidence scores, comparable sales, and automated deal alerts.
Data Pipeline
Property data ingestion, feature engineering across dozens of 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, white-label option for brokerages.
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Free proposal within 24 hours. Fixed-price contract. 100% source code ownership.
