Research, analysis, and perspectives on the built world.
GIS has been part of commercial real estate for decades, but AI is changing what sits on top of it. This post covers what geospatial AI can do today, which tools are in production use, where data quality limits the analysis, and why development firms building structured geospatial pipelines are accumulating a compounding advantage.
April 7, 2026 ·4 min read
Construction draw management is one of the most process-heavy workflows in development, requiring monthly reconciliation of contractor pay applications, lien waivers, and budget variances across active projects. This post breaks down where AI compresses the administrative layer, what remains judgment-dependent, and how teams are deploying it at portfolio scale.
April 7, 2026 ·4 min read
Broad import tariffs on steel, aluminum, lumber, and equipment are materially shifting construction costs for commercial real estate developers. This piece breaks down which cost categories carry the most exposure, how to model tariff scenarios at the line-item level, and where AI helps development teams stay current as trade policy moves faster than project timelines.
April 6, 2026 ·4 min read
Permitting delays are one of the most controllable risks in real estate development and one of the least systematically managed. This piece breaks down where approval timeline delays actually come from and how AI-powered permit tracking automates status monitoring, dependency mapping, and escalation so development teams stop managing critical path by email.
April 6, 2026 ·4 min read
Adaptive reuse projects are technically complex to underwrite and increasingly attractive as office vacancy rates rise in gateway markets. This piece covers the structural, regulatory, and financing variables that make conversions hard to analyze and shows where AI accelerates feasibility screening, MEP scoping, and capital stack modeling before a team commits significant resources.
April 6, 2026 ·4 min read
The services-as-software model is changing how real estate development teams access expertise. Instead of billing by hours, AI-native firms deliver market studies, underwriting models, and due diligence analysis at software speed. This guide explains what changes, what stays human, and what to evaluate before adopting the model.
April 5, 2026 ·4 min read
AI professional services in real estate refers to expert-level analysis and workflow outputs delivered by AI agents rather than human analysts. This guide covers what the category includes, where it adds the most value in development workflows, and what to evaluate when choosing a provider.
April 5, 2026 ·5 min read
Capital markets in real estate development covers the debt and equity instruments that finance projects from land acquisition through stabilization. This guide walks through the capital stack, key debt and equity structures, JV waterfall mechanics, and the specific workflows where AI is compressing timelines for institutional development teams.
April 5, 2026 ·5 min read
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