Research, analysis, and perspectives on the built world.
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
Market studies traditionally take four to six weeks and cost up to $25,000. AI-native workflows are compressing that to hours by automating data aggregation, comp set construction and submarket narrative generation. This post breaks down what AI handles in the market study workflow, what still requires analyst judgment and what the compression means for development teams running multiple active deals.
March 17, 2026 ·4 min read
A practical guide to AI applications in environmental due diligence for CRE development. Covers where AI adds genuine value across regulatory database parsing, Phase II document analysis and pre-Phase I screening, alongside clear limitations around ASTM compliance and data coverage. Structured for development and acquisitions teams evaluating AI for their diligence workflows.
March 16, 2026 ·4 min read
Ground lease review is one of the most technically dense parts of development underwriting. This post breaks down what AI can extract and model at speed, which provisions require counsel, and how to structure the workflow for maximum efficiency.
March 15, 2026 ·4 min read
A practical guide for development and asset management teams on deploying AI for lease review and extraction. Covers what AI handles reliably, where it falls short, the recommended human-in-the-loop workflow, a comparison of leading tools and accuracy benchmarks for standard versus complex provisions.
March 14, 2026 ·5 min read
Offering memoranda are designed to surface upside and obscure risk. AI-assisted OM analysis changes the economics of deal triage: extraction of pro forma assumptions, rent roll parsing, comparable validation and red-flag scoring run in minutes rather than days. This post covers exactly what AI handles well, where human judgment stays essential, and how the workflow integrates into a high-volume acquisition process.
March 13, 2026 ·4 min read