Research, analysis, and perspectives on the built world.
CRE joint venture waterfall models are complex, time-intensive and error-prone to build manually. This post maps where AI adds value across four workflow stages: term extraction from JV agreements, model generation, scenario testing and consistency checks, along with where human judgment stays essential.
March 12, 2026 ·5 min read
AI can now produce credible hard cost estimates at the early stages of development, but what it can and cannot do varies significantly by project type. This breakdown covers what is production-ready and where human judgment still dominates.
March 11, 2026 ·7 min read
How AI is automating zoning document parsing, overlay analysis, and comparable approval research to compress the entitlement research phase from weeks to hours.
March 10, 2026 ·5 min read
AI compresses due diligence timelines for document review, title analysis, environmental screening, and zoning confirmation — but the judgment calls at each step still require experienced developers.
March 9, 2026 ·8 min read
AI can populate a development pro forma in under two hours. A step-by-step breakdown of land, hard costs, soft costs, revenue, financing, and returns — and where AI excels vs. where developers still call the shots.
March 8, 2026 ·7 min read
How agentic AI is compressing weeks of data center site selection into hours—and what it means for developers competing in the most constrained markets.
March 6, 2026 ·3 min read
Power constraints are extending data center timelines by 24 to 72 months in top markets. This workflow guide covers how developers systematically evaluate utility reserve margins, interconnection queues, and grid upgrade timelines before committing to a site.
February 14, 2026 ·7 min read
Traditional CRE market studies take 3-6 weeks and cost $10K-$25K. AI automation compresses the workflow to hours while analyzing 10x more data sources. Here is how.
February 12, 2026 ·7 min read
Manual lease abstraction takes 4-8 hours per lease with 200+ variables. AI-powered NLP and OCR extract key terms in minutes with higher accuracy than human reviewers.
December 16, 2025 ·5 min read