Insights

Research, analysis, and perspectives on the built world.

Workflows

OFE Tracking for Data Centers: How AI Keeps Long-Lead Equipment From Breaking the Schedule

Owner-furnished equipment tracking has become critical to data center delivery because transformers, switchgear, generators and UPS systems now drive the schedule. This post breaks down the AI-assisted workflow for tracking OFE from specification through factory release and site receipt.

June 1, 2026 ·5 min read

Technology

Liquid Cooling Retrofits for AI Data Centers: What Is Deployable in 2026

Liquid cooling retrofits are becoming a core question for data center owners as AI racks exceed conventional air-cooling limits. This post explains the deployable retrofit options in 2026, including rear-door heat exchangers, direct-to-chip liquid cooling and immersion cooling.

June 1, 2026 ·5 min read

Workflows

Data Center Switchgear Procurement with AI: A Developer's Checklist

This post explains how data center developers should manage switchgear procurement as an early diligence workflow. It covers lead-time risk, specification control, vendor coordination, AI tracking and the human judgment required before release.

May 31, 2026 ·5 min read

Technology

Data Center Fire Protection AI: How Developers Screen Battery Risk

This post explains how AI can help data center developers screen fire protection requirements tied to lithium-ion UPS systems, detection, suppression and code coordination. It separates what AI can review from what fire protection engineers and AHJs still decide.

May 31, 2026 ·5 min read

Asset Classes

Data Center Stormwater Requirements: Site Criteria and AI Review

This post explains why stormwater management is a core site selection issue for data center developers. It covers impervious coverage, NPDES permitting, detention requirements, flood risk, AI screening and the civil engineering judgment that still matters.

May 31, 2026 ·5 min read

Workflows

Data Center Site Control Checklist: How Developers Use AI Before Diligence

This checklist breaks down the site control phase for data center developers, including parcel fit, power, fiber, zoning, title, environmental and commercial terms. It explains where AI can accelerate screening and where human judgment is still required before a site moves into full diligence.

May 30, 2026 ·5 min read

Technology

The Best AI Tools for Real Estate Agents in 2026, and Why Developers Need a Different Stack

This guide explains the main AI tool categories real estate agents are using in 2026, from listing copy to lead follow-up and image analysis. It also clarifies why institutional real estate development requires a different AI stack built around site selection, diligence, underwriting and investment committee preparation.

May 30, 2026 ·5 min read

Asset Classes

Data Center Campus Development: Site Criteria, Power Strategy, and AI Screening

This guide explains what separates data center campus development from single-building projects, including phased power, land banking, fiber diversity, cooling, zoning and construction sequencing. It shows how AI screening helps developers compare campus opportunities before committing to expensive diligence.

May 30, 2026 ·5 min read

Asset Classes

Behind-the-Meter Data Center Power: When Private Generation Changes Site Selection

Behind-the-meter power is becoming a serious option for large data center campuses that cannot wait for grid upgrades. This post explains where it works, where it fails and what developers need to underwrite before treating private generation as a site advantage.

May 29, 2026 ·5 min read