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Preparing for high-density AI workloads: what owners need to know

Published15 September 2026
Reading time6 min read
AuthorRN Engineering Team
Close-up of illuminated server equipment

AI and HPC deployments are pushing rack densities far beyond traditional data hall design. Power, cooling and commissioning strategies all need to change.

High-density AI and HPC racks change the fundamentals of data centre design. Facilities that were planned around air-cooled, moderate-density white space are now being asked to support liquid cooling, much higher electrical loads per rack and rapidly changing customer requirements.

Power: plan for the step change

Higher rack densities concentrate electrical load. Busway and distribution sizing, selectivity, harmonic behaviour and the capacity of upstream UPS and generator systems all need to be reviewed against realistic load profiles, not legacy averages. On grid-connected campuses, the connection capacity and the regulatory timeline for it become critical-path items.

Cooling: liquid changes the commissioning scope

Direct-to-chip and other liquid cooling approaches introduce new systems into the white space: coolant distribution units, secondary fluid networks, leak detection and new control interfaces. Each of these needs its own functional testing and must be included in integrated systems testing.

Design for change

AI hardware generations move faster than building lifecycles. Owners benefit from a Basis of Design that defines how density can increase over time — spare pathways, modular distribution and cooling infrastructure that can be extended without disrupting live operations.

Testing at real load

Integrated systems testing for high-density halls should reflect the heat and electrical load the facility will actually see. That means planning load bank strategies — including liquid-cooled load banks where appropriate — early in the project, not at the end.

High-density readiness is decided in the Basis of Design, and proven in IST.