Research, analysis, and perspectives on the built world.
Real estate workflow automation in 2026 is less about technology and more about identifying which workflows justify it. Development teams automating site selection, due diligence and underwriting are closing deals faster and presenting to investment committees with better-supported assumptions.
April 4, 2026 ·5 min read
Real estate marketing automation covers contact management, outreach campaigns, and performance reporting. AI compresses the operational overhead between strategy and execution, letting development teams run pre-leasing campaigns, investor communications, and land acquisition outreach at scale without manual intervention at each step.
April 4, 2026 ·4 min read
Underwriting is where development deals live or die. This guide covers revenue assumptions, cost structure, returns analysis, debt sizing, and sensitivity testing -- the full workflow institutional development teams use before committing capital, including where AI is compressing the research phase.
April 2, 2026 ·4 min read
Site selection decisions fail when critical data layers are incomplete or assembled too slowly. This guide covers the six data categories every development team needs -- power availability, zoning, environmental risk, transportation, market demand, and parcel ownership -- with specific sources and flags for each. Includes how AI-assisted workflows are changing the assembly process.
April 1, 2026 ·5 min read
A practical due diligence checklist for institutional real estate developers, covering physical, legal, financial and environmental workstreams. Explains what AI can automate in each phase and where human judgment remains non-negotiable. Includes a sequencing guide for the typical 30-to-60-day DD window.
March 31, 2026 ·5 min read
A step-by-step guide to the real estate deal underwriting process, covering market context, development budget, pro forma construction, capital stack structuring, and sensitivity analysis. Includes a practical breakdown of where AI is compressing timelines and what still requires senior-level analytical judgment.
March 30, 2026 ·4 min read
A test fit is a spatial validation exercise that tells developers whether their intended program fits a site or building shell before design fees accumulate. This guide explains what test fits include, when they are run across the development process, and how AI is reducing turnaround from days to hours.
March 29, 2026 ·5 min read
A step-by-step guide to using AI to compress investment committee memo preparation from days to hours. Covers which sections AI can populate, where human judgment remains essential, and how to structure the workflow for consistent, audit-ready output.
March 28, 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