Research, analysis, and perspectives on the built world.
AI adoption in real estate development varies sharply by asset class. Data centers lead by 18 months, driven by repeatable workflows and high-stakes site decisions. Industrial is a fast follower, multifamily is catching up fast, and office lags due to suppressed development pipelines.
March 27, 2026 ·5 min read
The distinction between AI copilots and true agents determines what development teams can actually accomplish. This post breaks down how agentic platforms differ from prompt-response tools, what to evaluate before buying, and which platforms are operating with genuine workflow autonomy in real estate today.
March 27, 2026 ·5 min read
More than $4 billion in venture capital has flowed into AI companies targeting real estate development since 2023. This analysis covers the four workflow categories attracting the most investment -- document intelligence, site analysis, financial modeling, and construction monitoring -- and what institutional teams should know before picking a stack.
March 27, 2026 ·5 min read
Most AI tools marketed to real estate agents -- CRM integrations, listing drafters, lead scorers -- were built for residential transaction volume, not institutional development workflows. This post breaks down where agent tools end and developer tools begin, and what the institutional stack actually looks like in 2026.
March 26, 2026 ·4 min read
Construction draw review is one of the most document-intensive recurring tasks in development finance. This post explains what AI can handle -- G702/G703 cross-referencing, lien waiver reconciliation, inspector report comparison -- and what still requires human judgment, with deployment patterns for lenders and owners.
March 26, 2026 ·4 min read
Office valuations are down 40-60% in many U.S. submarkets and cities are expanding conversion incentives, but the bottleneck on conversion volume is developer bandwidth to screen and underwrite candidates. This post covers the physical criteria for conversion feasibility and how AI is automating the building-level screening workflow at scale.
March 26, 2026 ·4 min read
Forward deployed engineering means engineers embedded directly inside client operations, building custom AI workflows in the client's environment. In real estate development, it accelerates AI adoption by meeting firms where they are — not asking them to change for off-the-shelf tools.
March 25, 2026 ·5 min read
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