Research, analysis, and perspectives on the built world.
Most data center site selection processes treat fiber as a secondary check after power. That sequencing kills deals at pre-lease. This post covers what a thorough fiber connectivity analysis requires — carrier diversity, dark fiber mapping, latency geometry, redundant ingress — and how AI automates the workflow when teams are screening dozens of sites simultaneously.
March 13, 2026 ·4 min read
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
Real estate teams evaluating AI often conflate chatbots and agentic platforms. Chatbots respond to individual prompts; agents execute multi-step workflows autonomously. For development teams whose bottlenecks are long-running, multi-source workflows, the distinction determines whether AI delivers real productivity gains or incremental help.
March 12, 2026 ·4 min read
PE real estate firms are compressing deal intake to IC-ready packages from three weeks to under one week using AI across document extraction, market analysis, pro forma construction and risk flagging. This post maps where AI delivers measurable time savings and where human judgment remains the deciding factor.
March 12, 2026 ·6 min read
A utility-scale data center takes 4-7 years from site identification to energization. This phase-by-phase breakdown shows where the time actually goes, where delays cluster, and where AI creates real leverage.
March 11, 2026 ·9 min read
The interconnection queue has become the single biggest variable in data center development timelines. This guide covers queue mechanics, cost drivers, how to monitor substation headroom, and where AI is being applied to track queue risk.
March 11, 2026 ·8 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
An asset-class specific breakdown of AI deployment in multifamily development — from submarket screening and rent growth forecasting to unit mix optimization and document review.
March 10, 2026 ·5 min read