Research, analysis, and perspectives on the built world.
REITs running large development portfolios are deploying AI across milestone tracking, contract management, risk flagging, and board reporting. This post examines how AI is restructuring the development pipeline management function at institutional scale and where the highest-ROI applications are in 2026.
March 18, 2026 ·5 min read
The traditional model of selling software seats is giving way to outcome-based delivery — where AI does the work and firms charge for results. This shift reshapes how institutional real estate teams buy expertise.
March 17, 2026 ·5 min read
The ROI of AI in real estate development is real and measurable, but only for teams that embed it into core workflows rather than bolt it on. This post examines where time savings concentrate across the development lifecycle, what the data shows on analyst leverage and deal velocity, and where the returns are still unclear. Quantified benchmarks from CBRE, JLL and McKinsey provide a grounded baseline.
March 17, 2026 ·4 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
Generative AI in commercial real estate has moved past the demo phase, but the highest-value applications are not the most technically impressive ones. This post ranks the 10 generative AI use cases in CRE development by time savings and decision impact, from offering memorandum analysis to investment committee memo generation. It also identifies which applications are deployable today versus still early.
March 17, 2026 ·4 min read
A state-of-play on AI in commercial real estate development as of 2026. Covers what's genuinely deployed across site screening, document review and financial modeling, where AI is still early, and how the leading institutional teams are structuring adoption. Grounded in productivity data from JLL, Goldman Sachs and CBRE.
March 16, 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
A practitioner-level guide to power procurement for data center developers, covering interconnection analysis, PPA structuring and utility tariff review. Details what AI can automate today versus what requires experienced energy counsel, with specific reference to FERC Order 2023 and PJM queue dynamics. For development teams evaluating AI for energy workflow support.
March 16, 2026 ·4 min read