Research, analysis, and perspectives on the built world.
Construction lien waivers come in four types -- conditional and unconditional, on progress and final payment -- and missing or mismanaged waivers are one of the most common sources of owner exposure at project closeout. This guide explains how tracking breaks down, what AI automates across document extraction, payment matching, and gap detection, and where human judgment is still required.
April 26, 2026 ·4 min read
AI automation is now deployable across almost every stage of the real estate development lifecycle. This piece maps where automation is live today -- from site screening and due diligence to pro forma modeling and IC prep -- and how development teams should sequence deployment to maximize ROI.
April 25, 2026 ·4 min read
Real estate development generates hundreds of documents per project. AI automation reliably handles due diligence extraction, lease abstraction, draw package assembly, and IC memo drafting -- but PSAs, development agreements, and complex construction contracts still require legal review. This piece maps the boundary.
April 25, 2026 ·4 min read
The cost-to-complete analysis is the monthly document that tells lenders and development teams how much money is left to finish a building. This piece covers the three failure modes that make CTCs unreliable, how AI addresses each one through front-loading detection, pending change order aggregation and line-level burn rate alerts, and what still requires human judgment.
April 24, 2026 ·4 min read
Broker opinions of value are produced at significant volume across brokerage and development advisory teams, and the research-heavy components are highly automatable. AI now handles comparable selection, adjustment grid construction, market narrative and document generation while human judgment retains the value conclusion, submarket expertise and professional sign-off. The result is a BOV that takes two to three hours rather than half a day, with a more complete and consistent research layer underneath.
April 23, 2026 ·4 min read
Real estate development teams process hundreds of RFPs annually, typically managed through email threads and shared drives. This post walks through a five-step AI-assisted RFP workflow -- from scope generation to anomaly flagging -- and draws a clear line between what AI handles reliably and what requires human judgment in vendor selection.
April 22, 2026 ·5 min read