Custom AI/ML solutions for real estate industry
Custom AI and ML for REITs, PE real-estate funds, multifamily operators, brokerages, and proptech. From AVM and lease abstraction to dynamic pricing and predictive maintenance, each model is built for your portfolio and owned by your team.
What AI does for real estate investors and property operators
Six measurable outcomes across valuation, leasing and asset operations, built on your own data and systems.
Property Valuation & AVM
Automated valuation models for standardized assets, with explainable adjustments for commercial complexity.
Tenant Screening & Risk
Credit, rental history, and behavioral signals fused for quality screening with fair-housing-compliant audit trails.
Lease & Document Abstraction
LLMs that extract terms, obligations, options and renewal clauses from lease PDFs for analysts to check.
Acquisition & Deal Sourcing
Off-market signal modeling, comparable-deal analytics, and seller-motivation scoring for buy-side teams.
Predictive Maintenance
Asset failure prediction across HVAC, elevators, roofing, and MEP from sensor + work-order history.
Dynamic Pricing & Yield
STR and multifamily pricing models built to the terms of the DOJ's proposed RealPage final judgment, which keeps nonpublic competitor data out of runtime pricing and limits model training to data aged at least 12 months (Federal Register, May 2026).
Capabilities across the real estate value chain
Investment & Acquisition
- Off-market signal modeling and deal sourcing
- Comparable-sale and cap-rate analytics
- Seller-motivation scoring from public + alternative data
- LP/GP reporting and waterfall calculation LLMs
Underwriting, Valuation & Diligence
- Automated valuation models (AVMs) with sub-5% error
- Lease abstraction and stacking plan generation
- T-12 and rent-roll normalization across portfolios
- Title, environmental, and zoning diligence NLP
Property Operations & Leasing
- Tenant screening with fair-housing audit trails
- Dynamic pricing for multifamily, STR, and self-storage
- Predictive maintenance across HVAC, elevators, and MEP
- Resident-experience and renewal-prediction models
Portfolio, Risk & Asset Management
- Climate-risk and physical-asset exposure scoring
- Refinancing and capital-structure optimization
- ESG and sustainability reporting automation
- Asset disposition timing and pricing models
How AI supports acquisition diligence for a multifamily portfolio
Acquisition diligence on a multifamily portfolio turns on lease abstraction and T-12 reconciliation. We build a diligence pipeline that combines lease-abstraction LLMs, T-12 and rent-roll normalization, an AVM with multifamily-specific adjustments and climate-risk overlays, so analysts start each deal from structured data and spend their time on the judgment calls. The same pipeline can feed asset-disposition timing models for the existing portfolio.
See self-hosted document processing →Speak with a real estate AI expert
A 30-minute scoping call. We’ll come prepared with benchmarks for your asset class and a directional read on which models move the needle on your portfolio.
Book a Strategy Session- AVM and explainable property valuation models
- Lease abstraction and T-12 normalization at scale
- Tenant screening with fair-housing audit trails
- Dynamic pricing for multifamily, STR, and self-storage
- Predictive maintenance for HVAC, elevators, and MEP
- Climate-risk and ESG reporting for portfolios
Frequently Asked Questions
Yes. We build per-asset-class AVMs because commercial valuation depends on income drivers (cap rate, lease structure, tenant credit) that standardized residential AVMs miss. Models ship with explainable adjustments your appraisers, lenders and LP committees can defend in writing.
Carefully. Every tenant-screening model ships with disparate-impact analysis, protected-class blinding where appropriate, adverse-action reasoning and audit logs that satisfy FCRA, FHA and state fair-housing requirements. HUD withdrew its 2024 algorithmic-screening guidance in 2026, but the Fair Housing Act's disparate-impact standard still applies and still shapes how we build and audit these models. Models keep the decision records HUD complaint investigations and CFPB review ask for.
Yes. We integrate with Yardi, MRI, AppFolio, RealPage, Buildium, and Entrata via standard APIs. Underwriting inputs flow from CoStar, Reonomy (an Altus Group business), MSCI Real Capital Analytics, and your MLS feeds; outputs publish back to ARGUS Enterprise, Excel and Power BI dashboards, and your IC memo template. You own the integration code and the model artifacts.
Yes. The underlying ML platform (data ingest, feature store, model registry, monitoring) is reusable across asset classes. Domain models differ by asset class. Multifamily focuses on tenant screening and dynamic pricing; office on lease abstraction and tenant credit; industrial on logistics demand and triple-net underwriting; STR on dynamic pricing. Most multi-asset-class operators run one shared stack with multiple model families.
Explore AI/ML solutions for real estate
Custom AI Receptionist & Answering Service
An AI receptionist for leasing offices, brokerages and property managers: answers calls 24/7, books showings into your calendar and routes maintenance requests, in the cloud or self-hosted.
Learn more →Private AI for Business
Private AI for business on infrastructure you control: on-premise AI, private LLMs, chat, search and RAG deployed on your servers or in your cloud tenant.
Learn more →Private ChatGPT for Business
Private ChatGPT for your company: LibreChat or Open WebUI in your tenant with BYO-LLM (OpenAI, Anthropic or self-hosted Llama), Slack, RAG and audit logs.
Learn more →Self-Hosted AI for Business
Self-hosted AI for business: LibreChat, Onyx and vLLM deployed in your VPC, on-premise or air-gapped, with BYO-LLM, SSO and audit logs your team controls.
Learn more →Self-Hosted Enterprise Search
Enterprise search software in your tenant: self-hosted Onyx with permission-aware retrieval and BYO-LLM, an open-source Glean alternative on-prem or in a VPC.
Learn more →Private RAG
A private RAG chatbot for your documents: tuned hybrid retrieval, BYO embeddings and LLM, cited answers and per-corpus access control, on-prem or air-gapped.
Learn more →We Build for 20 Industries
Ready to talk real estate AI?
Start with a 30-minute strategy session. We come prepared with a directional read on your operation and a scoped proposal.