Insights
Research and perspectives on AI in commercial real estate — how the technology works, where it fits, and where the industry is heading.
AI & CRE Platform
How AI fits into the underwriting workflow — and where a dedicated platform outperforms a general-purpose model.
The Machine That Must Be Exactly Right
A language model is a probability distribution over tokens. This is not a limitation the next model generation will resolve. It is a description of what the technology is — and why the calculation layer of CRE underwriting demands something else entirely.
The Real Cost of Prompt-Based Underwriting: Tokens, Time, and Trust
Most AI-assisted underwriting workflows carry hidden costs that never appear on a vendor invoice: token overhead, session compounding, and audit exposure. Here is what they actually cost — and why the architecture matters more than the model.
Context Bloat: The Hidden Liability in AI-Assisted Underwriting
Long AI sessions accumulate context entropy. In a discipline where one missed lease clause or unresolved NOI discrepancy can reprice a deal by millions, this is not a workflow quirk — it is a structural risk.
The Software That Built an Industry. And Why It's Holding It Back
The spreadsheet built an industry. It also constrained it. Why the infrastructure CRE professionals trust most has become the system most in need of replacement — and what that transition actually looks like.
Research & Analysis
In-depth perspectives on underwriting methodology, capital markets, and commercial real estate dynamics.
Lease-by-Lease: A Framework for Deconstructing Rent Rolls to Expose Risk and Upside in Any Acquisition
A rent roll is not a summary document. In the hands of an experienced underwriter, it is a diagnostic tool — one that reveals the true risk profile of an asset far more clearly than any trailing income statement.
Industrial Real Estate's Next Chapter: Are We Past Peak Demand for Warehouses and Logistics Centers?
Vacancy climbed, rent growth slowed, and investors began asking the uncomfortable question: have warehouses peaked? The honest answer, as of mid-2026, is more encouraging than the headlines suggest.
The Capital Stack Doesn't Lie: Understanding the Nuances of Commercial Real Estate Financing
Industrial, retail, and office properties each carry distinct risk profiles and lender sensitivities that fundamentally shape how financing gets structured, priced, and ultimately approved.