Real Estate

Managed AI for Real Estate Asset Management and Portfolio Operations

Turn lease documents, rent rolls, property reports, and market data into governed AI workflows that reduce manual processing and improve portfolio visibility.

Where Real Estate Work Gets Buried

Asset managers and portfolio analysts spend hours every week pulling data from leases, rent rolls, and property systems — then more hours reconciling it into portfolio views. The AI opportunity is in the extraction and structuring, not in replacing the judgment that follows.

Lease Documents

Hundreds of lease agreements with varying formats, amendments, and critical dates. Manual abstraction creates backlogs and missed deadlines.

Rent Rolls & CAM

Monthly rent roll reconciliation against lease terms, CAM reconciliation packages, and tenant correspondence sit in spreadsheets and inboxes — not in a unified portfolio view.

Portfolio & Diligence

Acquisition diligence, lender reporting, and investor updates require assembling data from multiple sources. AI structuring can accelerate the assembly — human review governs the output.

Lease Abstraction and Critical Dates

Lease agreements carry dozens of structured data points — commencement dates, expiration dates, renewal options, rent steps, operating expense provisions, co-tenancy clauses, and assignment restrictions. AI abstraction can extract these into a structured lease abstract for human review, validation, and use in portfolio analysis.

Key Terms Extraction

Commencement, expiration, renewal, termination rights, rent schedule, and operating expense provisions.

Critical Date Tracking

Calendar all critical dates with configurable advance-notice windows. Flag approaching deadlines for asset manager review.

Amendment & Estoppel Review

Compare amendments against original lease terms. Flag inconsistencies for attorney or asset manager validation.

Rent Roll, CAM, and Portfolio Reporting

Monthly rent rolls, CAM reconciliations, and property financials need to be checked against lease terms. AI can compare rent roll data to abstracted lease provisions, flag variances, and assemble portfolio reporting packages — with asset managers reviewing and approving every output.

Rent Roll Reconciliation

Compare actual rent roll against abstracted lease terms. Flag rate, step, and tenant discrepancies.

CAM Reconciliation Support

Organize CAM packages against lease language. Surface invoice line items that may warrant review.

Portfolio View Assembly

Aggregate property-level data into portfolio dashboards with occupancy, rollover exposure, and rent-collection views.

Asset Management and Diligence Review

AI structuring helps asset managers move faster through acquisition diligence, lender reporting, and investor updates — assembling documents, extracting key data, and organizing outputs for human review before any decision or distribution.

What to Review Before Automating

1 Lease abstraction quality and consistency
2 Rent roll reconciliation accuracy against lease terms
3 Portfolio reporting completeness and deadline compliance
4 Acquisition diligence document assembly and review

What Not to Automate First

Lease negotiation and legal interpretation

AI can extract terms; legal analysis and negotiation strategy require attorney judgment.

Unreviewed tenant correspondence

AI can support with drafts but tenant communications need relationship-aware human review.

Investment committee decisions

AI can organize diligence materials; investment decisions require human governance.

Valuation and appraisal conclusions

AI can compile comps and data; valuation opinions require professional judgment.

Common Real Estate Use Cases

These workflows represent the highest operational value for commercial landlords, property managers, and real estate investment firms we work with.

Leasing

Lease Abstraction

Extract rent steps, expiration dates, renewal options, TI provisions, and co-tenancy clauses from leases. Populate asset management databases automatically.

Clause Extraction Date Tracking DB Population
Reporting

Rent Roll Processing

Monthly rent roll packages parsed and validated. Delinquencies flagged, occupancy tracked, and variance reports generated automatically.

Data Validation Delinquency Flag Variance Report
Portfolio

Portfolio Reporting

Aggregate performance data across properties, asset classes, and regions. Generate investor reporting, NOI tracking, and valuation summaries.

NOI Calculation Investor Report Benchmarking
Critical Dates

Lease Expiration Tracking

Monitor lease expirations, renewal windows, and rent step dates. Trigger outreach workflows and populate deal pipeline reports automatically.

Expiration Alert Renewal Window Deal Pipeline
Accounting

CAM Reconciliation

Parse CAM reconciliations, landlord statements, and recovery calculations. Validate against lease terms and flag billing discrepancies.

Statement Parsing Term Validation Discrepancy Flag
Due Diligence

Acquisition Due Diligence

Process lease files, estoppel certificates, and operating statements during acquisitions. Generate summary reports and flag material risks.

Document Intake Risk Flagging Summary Report
Ready for Real Estate Operations

Bring a Real Estate Use Case Into Review

Request an AI use-case review to evaluate your lease, portfolio, or property operations workflow against our managed AI delivery model.

Use-case review typically runs 2–3 weeks. No broad rollout required to get started.