Research, analysis, and perspectives on the built world.
AI contract analysis is a genuine time saver for development teams reviewing PSAs, construction contracts, and development agreements. This post covers what the technology extracts reliably, where it still falls short, and the workflow pattern that gets the most from AI without removing necessary human review.
March 25, 2026 ·5 min read
AI can process a title commitment, categorize exceptions, flag risks, and summarize instruments in hours rather than days. This post explains what AI handles in title review, what still requires an attorney, and how development teams are cutting review time by 60 percent per deal.
March 24, 2026 ·4 min read
A practitioner breakdown of how AI approaches rent growth forecasting in commercial real estate, covering data inputs, modeling methodology, accuracy by market type, and how to integrate AI-generated forecasts into your underwriting workflow.
March 23, 2026 ·5 min read
AI digital workers are software entities that perform specific analytical tasks inside real estate development workflows — document review, data extraction, research synthesis, and memo drafting. Here's how they integrate and what oversight they require.
March 22, 2026 ·5 min read
AI is changing how commercial real estate teams review the document stack in transactions -- from PSAs and leases to environmental reports and operating agreements. This post breaks down what AI can extract reliably, what still requires human judgment, and how development teams are integrating both into a faster, more consistent review workflow.
March 22, 2026 ·5 min read
Agentic site screening automates parcel filtering, utility overlays, environmental pre-screening, and entitlement risk scoring in hours rather than weeks. This post walks through how institutional development teams deploy AI site screening, what the system handles, where human judgment stays essential, and how to configure it for a live acquisition program.
March 21, 2026 ·4 min read
Weekly status decks consume 2-4 hours of senior project manager time per project. AI can now automate milestone status, budget versus actuals, RFI logs and lender reporting inputs from existing systems. This post explains what to automate, what to keep human and how to sequence the deployment.
March 20, 2026 ·4 min read
A practitioner breakdown of the five risk categories in real estate development, with an honest account of where AI adds genuine value versus where human judgment remains irreplaceable. Covers market demand, entitlement, construction, capital, and environmental risk with specific tools and workflow applications for each.
March 19, 2026 ·5 min read
AI and drone-based construction monitoring are moving from pilot to portfolio standard for institutional CRE developers. This post breaks down the deployable stack by construction phase, covers real cost benchmarks, and identifies where human oversight remains essential.
March 18, 2026 ·5 min read