Vulcan - Non-Client

How Accurate Is Our Data Center Forecasting?

Written by David Bellman & Will Benfield | Jun 18, 2026 2:27:42 PM

SynMax Research

A ground-truth validation using 168 projects and 11 GW of capacity — satellite observation vs. reported online dates.

Covering 372 GW of tracked data center capacity across 886 campuses | Partnership with IIR Energy | Methodology validated from April 2025

After reading this, you will know exactly how reliable Vulcan's construction completion forecasts are - and why satellite-observed milestones outperform permits, press releases, and insider estimates for predicting data center online dates.

 

The Problem With Existing Data Center Timeline Data

The data center industry is expanding faster than any forecasting methodology can keep pace with — and the conventional inputs are failing. Permits get filed for projects that never break ground. Press releases announce timelines that slip by years. Insider intelligence reflects intent, not reality.

Unlike power generation, where the U.S. government's EIA Form 860M provides a validated monthly baseline dating back to 2015, data centers have no equivalent regulatory reporting. There is no authoritative ground truth — until now.

How Vulcan Works: Observation Over Assertion

Vulcan takes a straightforward approach: instead of relying on what developers say, we watch what they build. Weekly satellite imagery across 886 campuses and 4,711 units — 372 GW of tracked data center capacity — lets us identify the physical milestones that actually matter.

The Milestone Framework

Each project is tracked through a defined sequence of observable construction events:

    • Land clearing — the first skin-in-the-game signal that separates serious projects from speculative filings
    • First structures — refines the probability window significantly once vertical construction begins
    • Construction completion — the primary metric Vulcan tracks and forecasts
    • Thermal drone coverage — added to answer the energization question that completion alone cannot

From these milestones, Vulcan generates a probability distribution for each project spanning fastest, average, and slowest historical completion timelines — producing an Earliest, Median, and Latest predicted online date.

An important methodological note: Vulcan measures construction completion, which is distinct from energization or commercial operation. However, common sense and field observation confirm these events cluster closely together, and our thermal drone layer now provides a direct energization signal.

 

The Accuracy Test: 168 Projects, 11 GW, One Vintage

To validate the platform, we ran a controlled back-check using a single data vintage.

  • Vintage date: September 8, 2025

  • Universe: 168 projects totaling 11 GW expected online by June 30, 2026 (per IIR Energy)

  • Benchmark: Vulcan's construction completion forecasts vs. actual reported startup dates (note: vendors typically report quarter-level precision, not exact dates)

The table below is accessible directly from the Vulcan platform: filter the 9/8/2025 vintage for projects expected online by 6/2026.

 

99%

of GW

with reported dates before our earliest estimate did not come online

 

79%

GW Accuracy

Between earliest and median date

 

~69%

At Median Date

Coin-flip zone — as expected

 

Vulcan Data Center Accuracy — Historical Back-Check

168 Projects | 11 GW | Vintage: 9/8/2025 | Expected Online by 6/30/2026 (per IIR Energy)

Earlier Than Our Earliest Predicted Online Date (within 90 days)

Projects

GW

Successfully Identified

Project Success Rate

GW Success

GW Success Rate

Avg Days Shifted

12

2.2 GW

11

92%

2.2 GW

99%

282 days

Between Earliest and Median Predicted Online Date (within 90 days)

Projects

GW

Successfully Identified

Project Success Rate

GW Success

GW Success Rate

Avg Days Shifted

39

3.3 GW

31

79%

2.6 GW

79%

106 days

Earlier Than Median Predicted Online Date (within 90 days)

Projects

GW

Successfully Identified

Project Success Rate

GW Success

GW Success Rate

Avg Days Shifted

100

7.5 GW

66

66%

5.2 GW

69%

192 days

What the Results Tell Us

The Forecast Zones Behave Exactly as Expected

The results confirm the internal logic of Vulcan's probability framework:

  • When a reported online date falls earlier than Vulcan’s earliest predicted date, the project is effectively claiming to be operational before construction could physically finish. Across this cohort, 99% of GW (2.2 of 2.2 GW) did not come online on the reported schedule — confirming that a reported date earlier than Vulcan’s earliest estimate is a near-certain signal the project will slip. The single exception was a 30 MW facility.
  • Projects between the earliest and median predicted dates showed 79% accuracy — a strong signal range.
  • At the median date, accuracy lands near 50%, exactly as probability theory predicts for the midpoint of a distribution.

The Market Was Significantly Off

Taking face-value estimates from the 9/8/2025 vintage would have forecast 11 GW coming online by June 2026. In reality, only 5.5 GW of that original list delivered on time.

The full picture: 10 GW did come online across the broader data center market by June 2026 — but 5.3 GW of that came from projects added to the database after the September 2025 vintage date, projects not visible to those relying on static databases.

Vulcan's weekly monitoring did eventually monitor the majority of those projects.

What You Can Do With This Today

Vulcan users have direct access to the underlying data behind this analysis. Here is how to replicate and extend it:

  • Pull the 9/8/2025 vintage in the Vulcan platform and filter for projects expected online by June 2026 to see the full 168-project universe.
  • Use the Earliest Online Date as a high-confidence screening filter — if a reported date precedes Vulcan's earliest estimate, flag it for scrutiny.
  • Use the weekly progress indicator and completion index to track how individual project trajectories are shifting week over week.
  • Activate thermal drone coverage for energization confirmation on high-priority projects.

 

The bottom line: Observing what is physically being built — not what developers announce, file, or discuss — is the most reliable predictor of data center online dates available in the market today. Vulcan's milestone-based approach transforms satellite observation into actionable construction intelligence.

For more information on the Vulcan Platform please reach out to David Bellman dbellman@synmax.com