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
Data center development demands a purpose-built AI stack, from site screening and power analysis to document review and pro forma automation. This guide covers the tools institutional developers are deploying across each stage of the workflow in Q1 2026, and what to evaluate before buying.
March 25, 2026 ·5 min read
Forward deployment inverts the standard SaaS model: the AI team builds inside the client environment against real deal flow, rather than selling a packaged platform. For institutional real estate development, this delivers accuracy and workflow specificity that generic AI tools cannot match.
March 25, 2026 ·4 min read
General AI models are broad but shallow. Vertical AI — purpose-built for a specific domain — outperforms them on accuracy, regulatory compliance, and output quality in fields like institutional real estate development.
March 24, 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
Industrial development teams are using AI for site screening, build-to-suit spec matching, construction cost tracking, and market absorption modeling. This post reviews the tools with real adoption, what they actually do, and what to evaluate before deploying.
March 24, 2026 ·5 min read
Institutional LPs and SEC climate disclosure rules are forcing development teams to produce auditable ESG data at the project level. This post covers where AI is getting traction -- from embodied carbon estimation to GRESB score projection -- and what still requires human judgment.
March 24, 2026 ·4 min read
How institutional real estate development teams are evolving with AI: which tasks AI now handles, where human judgment remains essential, and what separates teams with an integrated AI stack from those still using it as a search engine.
March 23, 2026 ·4 min read
Why quarterly broker market reports fall short as underwriting tools, how AI-generated market reports differ on data freshness, geographic specificity and methodology transparency, and how leading development teams are combining both.
March 23, 2026 ·5 min read