Redefining AI Data Center Valuation for the Next Era

As artificial intelligence workloads push rack densities past 100kW, the value equation for AI Data Centers (AIDC) has fundamentally changed. The challenge is no longer simply building more capacity; it is building infrastructure that can survive rapid hardware evolution and tightening regulatory mandates.

Speaking at the Data Center Investment Summit (DCIS) Asia 2026, Anson Zhang, Director of Capital Markets & Investments at Galaxy Data Center, shared why traditional real estate valuation models no longer fit modern compute platforms.

With governments, customers, and local communities demanding strict resource discipline, efficiency is no longer a green badge. It is your license to keep operating.

Here is how Galaxy Data Center reframes AIDC valuation across three core operational pillars:

1. Resource Efficiency as a Non-Negotiable Baseline

In markets across Southeast Asia, energy and water efficiency directly dictate operational longevity. Regulators in hubs like Singapore and Malaysia are setting strict environmental conditions for new power allocations.

• Liquid     Cooling by Design: For 100kW+ racks, liquid cooling is an essential     baseline. It maintains target Power Usage Effectiveness (PUE) below 1.2     while keeping Water Usage Effectiveness (WUE) minimal.

• Capital     Discipline: Galaxy maintains an all-in build cost of roughly US$4     million per MW, compared to the regional market average of US8 million. This     structural cost advantage provides the margin needed to absorb liquid     cooling setups while delivering superior yield-on-cost.

• Institutional     Reliability: High efficiency is paired with 99.9995% SLA design     standards, delivering maximum compute output without escalating     environmental overhead.

2. Power De-Risking and Execution Speed

In modern underwriting, an asset sitting in the "announced" phase without guaranteed grid access faces a heavy risk discount from capital markets.

Galaxy de-risks project economics through a two-step framework:

1. Power     Certainty Upfront: Grid capacity and substation access are secured     with utility authorities well before breaking ground, removing timing risk     from the cash flow equation.

2. Productised     Delivery: Standardised, modular build frameworks shorten the timeline     from civil works to commercial go-live. Pulling forward contracted revenue     makes projects significantly more bankable and protects investor returns.

3. Underwriting the "Second Life" of the Asset

GPU hardware moves at lightning speed. Evaluating an asset purely on its first tenant lease leaves investors exposed to stranded asset risk when chip generations change.

To protect terminal value and build a defensible Net Present Value (NPV), Galaxy architectures separate the physical facility into two distinct layers:

[ Long-Lived Structural Backbone (80% of CapEx) ] ──► Built for 10+ Years of Asset Stability

[ Modular End-of-Line M&E Layer (20% of CapEx) ]  ──►Easily Swapped for Next-Gen GPU Chips

By keeping the heavy structural and electrical backbone intact and making only the cooling equipment upgradeable, facilities can absorb future hardware generations without costly, wasteful tear-downs.

The Operational Bottom Line

When a data center is architected around efficiency, adaptability, and lifecycle value, everyone wins:

• For     Clients: A high-performance home for compute that will never strand     their hardware.

• For     Investors: On-time cash flows, protected operating margins, and strong     terminal value.

• For     Communities: A quiet, efficient neighbor that respects local power and     water resources.

By aligning technical precision with capital markets discipline, Galaxy Data Center continues to build hyper-scalable, future-proof platforms across Southeast Asia.