JustPropertySearch: AI-Powered Real Estate
How we built the AI-driven platform behind the Lumen AI Investment Advisor, AI vacancy detection, virtual staging, and SightLine™. It helps real estate investors find, analyze, and act on opportunities across a 150M+ property database spanning all 50 states.
- Our work
- Web & mobile engineering
- Delivery method
- HyperDev
- Project scope
- Data, AI & application workflows
This overview describes the current product, including capabilities added as the platform evolved.
Feature walkthrough / JustPropertySearch
What the method looks like on a real feature.
JustPropertySearch includes AI vacancy detection. Here is how that feature illustrates the scope, integration, and review questions in a HyperDev delivery loop.
01
Define a useful signal
The feature helps investors identify properties that may be vacant. The output must make sense within a property search, with uncertainty made clear.
02
Connect the data to the application
Vacancy detection combines utility, mail, and imagery signals. Data handling, the API, and the interface need to work together.
03
Review the whole experience
A delivery review needs to cover missing data, uncertain results, access controls, and how the result appears to an investor.
The deliverable is an integrated feature.
Model output is one part of the work. The application also needs data access, a useful interface, error handling, and a release plan. This is why our engineers own the outcome across the stack.
The Challenge
Real estate investors were spending hours manually searching for properties and driving neighborhoods looking for opportunities, then losing deals because they couldn't move fast enough. Existing platforms offered basic MLS search but lacked the AI intelligence to surface off-market opportunities or predict property vacancy.
The goal: build a platform with an experienced investor's instincts, one that scans millions of data points for patterns and surfaces strong opportunities in real time.
Current Product Capabilities
The platform's flagship conversational AI. Lumen analyzes property photos, estimates repair costs, calculates ROI potential, and produces deal scores on demand, so investors can size up an opportunity in seconds rather than spend an afternoon on it.
Describe an ideal investment in plain English and the AI surfaces matching opportunities across 100+ advanced filters, including off-market deals traditional platforms miss.
Proprietary technology that lets investors virtually scout neighborhoods from Street View. Point-and-identify targeting, custom route planning, and AI-powered image analysis surface distressed properties, vacant lots, and overlooked opportunities.
Custom-trained models that flag vacant properties by fusing multiple signals: utility records, mail delivery patterns, and visual indicators from imagery.
One-click staging that turns empty rooms into fully furnished listings across 10+ designer styles, so investors can market rehabs and flips without hiring a photographer or stager.
Dynamic saved searches that monitor the market 24/7 and push sub-second notifications the moment a new matching property hits, weekends and holidays included.
20+ investor-grade lead categories in one platform: MLS (active, coming soon, price drops, failed), foreclosures (auction, preforeclosure, REO), owner situations (out-of-state, senior, empty nester, corporate-owned), tax delinquent, high-equity, cash buyers, and more.
Skip tracing, a built-in power dialer, Contacts CRM, and direct mail campaigns. The full prospect-to-close workflow lives inside the app, no external tools required.
150M+ properties aggregated from MLS, deeds, tax, and public records across all 50 states. Map-based search with polygon, circle, and freeform boundary drawing. Data refreshes daily, weekends included.
The Result
JustPropertySearch brings together AI-powered tools for finding deals. The platform processes 100K+ properties monthly against a 150M+ property database with sub-second response times, covers all 50 US states, and continues to ship new AI capabilities, including the Lumen AI Investment Advisor.
Tech Stack Used
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