nPlan Executive Briefing: The Data Center Delivery Problem
White Paper

nPlan Executive Briefing: The Data Center Delivery Problem

$811 billion is being spent on data centers in 2026. Analysis of 750,000 past projects suggests most of them will be late. Here's what's actually going wrong - and what to do about it.

The value of the data center project pipeline in 2026 is a whopping $811 billion. The chips have been ordered. The land is secured. The power contracts are being fought over.

But analysis of 750,000 past project schedules tells a different story about what happens next. 88% of data center projects face delays before they've even laid the foundations. 60% slip by more than three months. A $1 billion facility routinely becomes a $1.3 billion one - and every week of delay is a week of stranded capital, depreciating chips, and deferred revenue.

The bottleneck isn't semiconductors. It isn't permitting. It's execution - the decisions made during delivery, at the moments that determine whether a project hits its milestones or doesn't.

This briefing sets out what the data shows, why it happens, and how the world's most advanced project AI is helping data center owners change the odds.

What you'll learn

  • Why execution - not capital or chips - is the binding constraint on the data center build-out boom
  • The specific phases where delays most commonly originate on data center projects, and why they keep recurring
  • The four types of delivery decision that most commonly determine whether a data center project hits its go-live milestone
  • How AI trained on 750,000 past projects surfaces and quantifies those decisions, before delays mount up

What you’ll learn from this white paper

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