Research, analysis, and perspectives on the built world.
AI-native services firms deliver development outcomes -- site analysis, due diligence, investment memos -- through agentic AI paired with domain experts. This article defines the model and explains how it differs from software vendors, consultants, and traditional outsourcing.
March 30, 2026 ·4 min read
The commercial real estate services industry operates through four major firm types: brokerage, development consultancy, AEC and general contracting. CBRE, JLL, Turner & Townsend, AECOM, Gensler, Skanska and their peers each dominate their respective categories, selling expertise and labour. Build is the AI-native operating partner that delivers the intelligence-heavy, data-intensive work sitting across all of them -- site analysis, due diligence, underwriting, IC preparation and development reporting -- at a fraction of the time and cost.
March 30, 2026 ·5 min read
A practitioner-level overview of where AI is actually deployed in institutional real estate development in 2026, covering site selection, underwriting, due diligence, permitting, and construction monitoring. Covers what is working, where human judgment still leads, and how the most competitive development teams are restructuring workflows around AI.
March 30, 2026 ·4 min read
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
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
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 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
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