At a glance
Real estate numbers that speak for themselves
Based on a mid-sized brokerage with 32 sales agents, 1,400 transactions/year and a focus on a major city plus surroundings.
6
Modules
4,200
Transactions analysed
€3.13M
Revenue potential/year
4 wks
Pilot timeframe
The 6 modules
Each module solves a concrete brokerage problem
Click on a module to view the complete interactive notebook with code, visualisations and business impact.
Module 01
Time-on-market prediction
Gradient boosting predicts the marketing duration for every property - with a confidence interval. For the owner pitch that wins exclusive mandates.
€884,200
Additional revenue/year
Module 02
Lead scoring & buyer matching
Random forest identifies from 14 behavioural signals which enquiries turn into buyers. The top 20% of leads contain 68% of all closings.
€612,000
Additional revenue/year
Module 03
Listing price optimisation
Not "What is it worth?" but "At which price do I maximise €/day?" Price-duration curves per micro-location reveal the optimal sweet spot.
€445,800
Additional revenue/year
Module 04
Acquisition prediction
Which owners will sell within 6 months? Public data (holding period, demographics, market dynamics) surfaces the 200 most sale-ready addresses.
€523,600
Additional revenue/year
Module 05
Listing performance
Which photos, texts and ordering generate the most enquiries? Computer vision + NLP on 6,800 listings. Data-driven quality control.
€298,400
Additional revenue/year
Module 06
Market-timing forecast
An LSTM time-series model forecasts demand and supply per district × property type 8 weeks ahead. List optimally instead of immediately.
€367,200
Additional revenue/year
Revenue potential by module - full overview
Our approach
No theory - results in 4 weeks
We work with the data you already have. Your CRM, your portal statistics, public market data. No vendor lock-in.
Industry knowledge + data science
We understand acquisition, listings and owner conversations. Our models solve real brokerage problems - not academic exercises.
Results before perfection
Within 4 weeks we deliver a pilot dashboard with real numbers. You see the ROI before you invest. No 6-month concept phase.
Your data stays your data
GDPR-compliant, no cloud requirement, no sharing. The models run on your infrastructure - or hosted under your rules.