Predict Brisbane Property Prices with AI
Combining publicly available data with advanced AI to deliver transparent property price predictions, construction cost estimates, and market intelligence for inner Brisbane suburbs.
How It Works
How Our Prediction Engine Works
Data Collection
We aggregate publicly available data from multiple sources: historical sales records, ABS Census demographics, Brisbane City Council planning overlays, RBA economic indicators, and Domain/PropTrack listing data. All data is sourced through official APIs and public datasets.
Comparable Sales Analysis
Our engine identifies recently sold properties within similar parameters — bedrooms, bathrooms, land size, property type, and proximity. Each comparable is weighted by similarity and recency using exponential decay, with adjustments for land size differences.
Feature Engineering
Property-specific features are analysed including renovation quality, pool presence, views, flood zone impact, heritage overlays, and market conditions like RBA cash rate and auction clearance rates. Each feature applies a calibrated adjustment to the base estimate.
AI Analysis
Claude AI reviews the property description, comparable data, feature adjustments, and suburb context to produce a prediction with reasoning, market sentiment assessment, value drivers, and risk factors. The AI adds qualitative insight that pure statistical models miss.
Blended Prediction
The three layers are combined using calibrated weights — typically 50% comparable sales, 20% feature engineering, and 30% AI analysis — to produce a final estimate with confidence scoring and price range. Confidence is capped to reflect inherent prediction uncertainty.
Continuous Validation
Predictions are tracked against actual sale prices to measure accuracy over time. This feedback loop informs weight calibration and model improvements, with accuracy metrics published transparently on the platform.
What We Offer
Prediction & Analysis Tools
Six integrated modules powered by public data and AI. Click any feature to explore in detail.
Property Price Prediction
Our three-layer prediction engine combines comparable sales analysis, feature-based adjustments, and Claude AI assessment to estimate property values with confidence scoring and price ranges for inner Brisbane suburbs.
Construction Cost Estimation
Detailed cost estimates for raise-and-build, second storey additions, and basement conversions with granular breakdowns covering excavation, structural work, fitout, wet areas, and professional fees.
Planning & Constraints Analysis
Automated analysis of Brisbane City Plan 2014 overlays including heritage, flood risk, traditional building character, landslide hazard, and biodiversity constraints that affect what you can build.
Market Intelligence
Track suburb-level market trends, auction clearance rates, days on market, supply and demand ratios, and zone-level median prices across inner Brisbane with data updated regularly.
Build ROI & Scenario Analysis
Compare renovation and construction scenarios side-by-side with end-value estimates, ROI calculations including stamp duty, holding costs, and selling fees to find the highest-value approach.
Property Intelligence & Scoring
AI-powered renovation quality scoring, deep property research reports, and feature premium/discount calculations to understand what drives value in each specific property.
Transparent Property Intelligence, Powered by Public Data & AI
PropertyLens is a research and analysis tool that uses publicly available data — including council records, ABS census data, historical sales, and planning overlays — combined with AI to generate property price estimates, construction cost projections, and market insights. This is not financial advice. All predictions are estimates based on available data and should be used as one input alongside professional valuations, building inspections, and qualified financial advice.
Important: PropertyLens is an AI-powered research tool, not a licensed valuation service or financial advisor. All predictions are estimates based on publicly available data and should be used alongside — not instead of — professional property valuations, building inspections, and qualified financial advice.
Start Exploring Brisbane Property Data
Transparent, AI-powered property intelligence using publicly available data. Free to use, no account required.
FAQ
Frequently Asked Questions
Find answers to common questions about our services.