Intelligence for
the property industry
Research, analysis, and perspective on zoning data, land-use policy, and AI infrastructure for enterprise real estate.
US Zoning Reform 2025: State-by-State Breakdown
Every major US state zoning reform—Oregon, Montana, California, Florida—decoded for developers, investors, and property data platforms.
Zoning Risk: The CRE Underwriting Blind Spot
88% of CRE investors are piloting AI, but most underwriting models still miss zoning risk. Here is what enterprise firms need to fix before the next deal.
What a Zoning Data API Actually Needs to Do
Parcel data is not zoning intelligence. Enterprise property platforms need structured, queryable zoning data—and most APIs fall dangerously short.
AI Multifamily Site Selection: From 8 Hours to 8 Minutes
Manual zoning due diligence for multifamily site selection costs developers 3–8 hours per parcel. AI knowledge graphs cut that to minutes without sacrificing accuracy.
Why CRE AI Pilots Fail—and What Actually Works
88% of CRE investors pilot AI. Only 5% achieve all goals. The common thread in firms that succeed: purpose-built data infrastructure, not generic tools.
Zoning Intelligence: The New CRE Competitive Edge
Fragmented zoning codes across 40,000+ jurisdictions cost developers thousands of hours annually. AI-powered zoning intelligence changes the math.