Frontier AI Software
Frontier AI Tools for CRE Investors & Lenders
Beekin Labs partners with institutional operators, lenders, and data platforms to solve real estate’s hardest problems with alternative data, machine learning and proprietary AI.
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Our Mission
Institutional-grade AI, without the 10-person data team
The analytical capabilities that once required a 10-person data science team at the largest REITs are now available through Beekin Labs, as bespoke engagements or production-ready products.
We work with operators, investors, and data platforms who need more than off-the-shelf software: production AI systems, alternative data pipelines, and analytical frameworks built around their assets and investment thesis.
Capabilities
What We Build
Alternative Data Pipelines
Ingest, process, and operationalize non-traditional data — migration signals, employment indicators, permit filings, renter behaviour — to surface demand signals ahead of the market.
Bespoke AI Systems
Custom ML models trained on your portfolio data and calibrated for your asset class, market, and investment thesis. Not generic algorithms with your name on them.
Valuation Intelligence APIs
Programmatic access to Beekin’s valuation technology — powering institutional investment platforms, lender underwriting tools, and third-party analytics products.
Client Stories
Real numbers, real portfolios
From improving renter quality to powering institutional investment research, Beekin Labs works where the hardest problems live.
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reduction in evictions
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How Pangea Properties leveraged AI to reduce evictions and expand access
In the workforce housing rental market—where costs are rising and tenant outcomes directly impact portfolio performance—Pangea Properties needed a better way to screen applicants. Pangea partnered with Beekin Labs to enhance its internal workflows with an AI-powered tenant screening add-on purpose-built to predict eviction risk at the point of lease origination. Initial results showed that Beekin Labs’ solution delivered a threefold reduction in eviction filings relative to the decline in approval rate—and generated $4.8MM in higher NOI for the portfolio.
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Revenue Intelligence for a Top-5 Mixed-Use Operator
An international Top-5 operator runs a 65-site mixed-use portfolio spanning self storage, industrial, flex office, and retail — each with distinct demand drivers and lease structures. Beekin built a single AI-driven pricing and operations layer purpose-built for the portfolio, combining spatial and time-series modeling with the operator’s own financial and operational data, and integrating directly into their CRM, ERP, and BI infrastructure. The result: an 80% reduction in manual pricing and reporting effort, with high-fidelity pricing precision across every tenant type — a platform that’s evolved over 5 years to support 100+ business users through the client’s transformation into a multi-tenancy operation.
Real Time
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Green Street leverages Beekin’s AI valuation technology for institutional client insights
Green Street (the leading provider of commercial real estate intelligence to institutional investors) partnered with Beekin Labs to integrate AI-powered rental valuation data into their research and analytics platform. By accessing Beekin’s valuation API, built on proprietary data covering tens of millions of units, Green Street analysts gained a more granular, real-time view of rental market dynamics than traditional survey-based benchmarks provide. The integration enables Green Street clients to underwrite with greater precision and identify relative value across markets and property types faster than ever before.
Research Areas
What we're solving right now
Beekin Labs publishes research and builds tools at the intersection of AI and rental housing finance.
Rental demand forecasting with alternative data
Migration patterns, employment signals, and social mobility data as leading indicators for rental demand, months ahead of traditional market surveys.
Lease-level propensity modeling
Predicting individual resident renewal likelihood, churn risk, and price sensitivity, enabling precision pricing and retention strategies at scale.
AI-native revenue management architecture
System design for production revenue management, from data ingestion and model serving to human-in-the-loop approval workflows at portfolio scale.
Work with Beekin Labs
If you’re working on a problem in rental housing that requires more than off-the-shelf software, let’s talk.