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BETTESWORTHConstruction
AI infrastructure

How to compare data center cooling systems for high-density AI workloads

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Compare cooling designs against the actual heat your servers will produce, the portion each technology captures, hardware compatibility, climate and water conditions, reliability targets, and retrofit constraints. Rack density is only the starting point: air can remain practical in lower-density zones, while dense GPU racks usually need a hybrid or liquid path, and the highest-density racks may require nearly all heat to be removed with liquid.

Start with the decision, not the technology label

A defensible comparison asks which design can remove the required heat at the required inlet temperatures, with acceptable energy, water, service access, risk and cost over the facility life. A published capacity band is an indicative planning range, not a guaranteed limit. Airflow arrangement, coil performance, containment, utilization, ambient conditions, maintenance and redundancy can move the feasible point substantially.

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For a new build, compare the cooling topology with the AI density roadmap rather than sizing for one launch configuration. For a retrofit, treat electrical capacity, power transients, pipe routes, floor loading and maintenance access as co-equal constraints. The result is often a mixed design: liquid-cooled AI rows, close-coupled or rear-door cooling around them, and conventional perimeter air systems for lower-density and general-purpose rooms.

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Define the heat and operating profile

Measure rack power as a thermal design input

Record present and planned power for every rack, not just the average room load. Separate GPU, CPU, memory, storage, networking and power-conversion heat where the server documentation provides that information. A training cluster can create a high, synchronized load; inference may have a different duty cycle and may change rapidly as demand shifts. Design for the credible peak and the control response to a step change, rather than an average utilization number.

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  • List the steady-state and transient kW for each rack and row.
  • Identify the thermal design and permitted operating limits for every processor and accelerator.
  • Document whether each component rejects heat to air, a liquid loop, or both.
  • Map planned additions, replacement cycles and utilization growth over the cooling system life.
  • Define the consequence of a temperature excursion: throttling, job failure, hardware shutdown or safety event.

Use server specifications as the authority

ASHRAE guidance provides useful classes and design context, but the server manufacturer’s environmental and coolant specifications govern a particular installation. Confirm allowable inlet temperature, humidity, water temperature, pressure, flow, coolant chemistry, connection type and service procedure for every server and network configuration. A design that works for one GPU platform may not be approved for another.

Separate design, allowable and emergency conditions

Design conditions should provide a reliability margin within the recommended envelope. An allowable range describes equipment functionality, not a promise of reliable operation at every point. Document the alarm, control and shutdown actions for excursions instead of treating an allowable maximum as a normal set point.

Understand the density ranges without treating them as hard limits

Uptime Institute describes the following indicative deployment bands. They describe different operating contexts and are not interchangeable guarantees.

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Cooling situation Indicative range or observation How to use it
Perimeter air cooling with optimized airflow Generally effective up to 20–25 kW per rack Screen lower-density rooms after verifying containment, coil capacity and rack-inlet temperatures.
Older perimeter systems Often about 10–15 kW per rack Use as a warning that legacy airflow and cooling units may constrain a retrofit.
Close-coupled air cooling Typically up to about 50 kW per rack Consider for dense zones where air remains workable and maintenance access is acceptable.
Liquid cooling Typically used above 50 kW per rack Evaluate liquid or hybrid topologies as rack heat rises beyond practical air delivery.
Very dense racks Racks approaching 150 kW or more require total or nearly total liquid cooling Plan for liquid heat capture, residual-air treatment and facility-loop capacity.
Cold-plate residual room load Usually 5–30% of IT heat, sometimes as much as 50% Keep room cooling and airflow in the model even when most chip heat is liquid-cooled.
HPC context The U.S. Department of Energy’s 2024 guide notes observed rack densities of 60 kW in 2013 and recently above 125 kW Use as historical context, not as a universal forecast or project limit.
Legacy facility context ASHRAE retrofit guidance describes many legacy facilities as designed for 5–10 kW racks, while AI training often needs 100 kW-plus racks Verify the actual building rather than assuming the legacy rating applies to your room.

These figures are planning indicators. Server thermal design, rack layout, utilization, airflow, cooling equipment, climate and redundancy determine the feasible operating point.

Compare the main architectures

Architecture Best fit Advantages Checks and trade-offs
Perimeter air cooling with containment Lower-density racks, general-purpose rooms and non-AI zones Broad hardware compatibility and a familiar operating model; central units can be maintained outside the IT area Higher loads can cause hot spots, throttling or failures if airflow and coil capacity are insufficient. Validate containment, balancing and rack-inlet monitoring.
Close-coupled air or in-row cooling Higher-density zones where air delivery is still practical Places cooling nearer to the IT load and can be deployed for selected rows or rooms Facilities staff may need access to the IT area. Confirm airflow paths, controls and residual room heat.
Rear-door heat exchanger Dense racks and hybrid retrofits where exhaust heat can be captured at the rack Removes heat at the exhaust door while CRAHs or other room systems handle the remaining load Usually needs facility liquid piping or a CDU. It is a hybrid system, not proof that room cooling is unnecessary.
Direct-to-chip cold plates High-density GPU and CPU racks with supported servers and liquid loops Transfers heat close to the components into a technology cooling loop; warmer water can improve economizer opportunities and reduce room-fan demand Confirm server support, CDU and facility-loop conditions, coolant quality, redundancy, leak detection and maintenance. Model the residual air load.
Immersion cooling Specialized systems designed for dielectric-fluid immersion Fluid surrounds equipment and transfers heat through tank-level heat exchange; the fluid’s thermal mass can help ride through some cooling failures Requires compatible equipment, dielectric fluid, tanks and integrated heat rejection. It is not automatically the default for AI; validate workload and operational fit.

When air cooling is still the right answer

Air remains attractive where rack heat fits the room’s delivery capability and the IT estate changes frequently. It supports the widest range of servers, switches and storage without liquid connectors or coolant management. Containment, correct supply-air temperature, balanced perforated tiles or grilles, blanking panels and clean filters are essential; the nominal capacity of a cooling unit does not guarantee a safe rack inlet.

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For a dense air-cooled row, check the complete path from cooling unit to rack inlet and from rack exhaust back to the return. Measure the hottest inlet under the highest synchronized workload. Close-coupled or in-row units can shorten that path, but they move maintenance into the IT area and do not remove the need to account for room heat and airflow obstructions.

How hybrid designs capture heat

Rear-door heat exchangers

An RDHx intercepts exhaust air at the rack door and transfers that heat to a liquid loop. This can let a retrofit retain CRAHs for the remaining room load while concentrating liquid infrastructure on selected racks. Confirm door weight, rack clearances, hose routing, drip and leak detection, isolation valves, and service space. The room still needs enough cooling for heat not captured at the door and for adjacent equipment.

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Direct-to-chip cold plates

Cold plates attach to selected GPUs and CPUs. Pumps, sensors, controls, a coolant distribution unit and facility heat rejection form the complete chain. The technology cooling system may be isolated from the facility water by a heat exchanger, so compare temperatures, pressure limits, flow, water quality and control sequences at both sides of the boundary.

Cold plates do not cool every component. Memory, storage, voltage regulators, fans, network adapters and other losses can remain an air load. Uptime Institute reports a typical residual air fraction of 5–30%, with cases up to 50%. For an illustrative 100 kW rack, that means the room system could still need to remove roughly 5–30 kW, and potentially 50 kW, depending on the actual hardware and implementation; use measured or manufacturer data for the project value.

Immersion

Immersion places compatible equipment in a dielectric fluid and transfers heat through the tank and heat exchanger. It changes server service procedures, component selection, fluid handling, tank layout and recovery planning. Confirm that every board, drive, cable, seal and replacement part is approved for the fluid. Evaluate how technicians will remove equipment, manage fluid, isolate a tank and recover from a pump or heat-rejection failure. Current guidance identifies immersion as a specialized option; do not present it as a universal answer for AI training.

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Compare direct-to-chip and immersion on the questions that decide a project

Question Direct-to-chip Immersion
What is cooled? Selected high-power components, with residual heat left to air Most immersed equipment in the tank, subject to the approved configuration
IT compatibility Requires supported cold plates, manifolds, connectors and server designs Requires equipment, materials and service procedures approved for dielectric fluid
Facility interface CDUs, pumps, sensors, controls and facility water or heat-rejection loops Tanks, fluid circulation and tank-level heat exchange
Room cooling Still required for the residual air fraction and non-immersed equipment May be reduced substantially, but room loads and tank-room conditions still require analysis
Maintenance model Liquid connections and CDUs add isolation, leak and service tasks Fluid handling and tank access become central maintenance tasks

Account for the complete cooling chain

Compare system boundaries consistently. A cold plate alone is not a cooling design. Draw the heat path from transistor to cold plate, technology cooling loop, CDU, facility water loop, heat exchanger, pumps, controls and final heat rejection. For air, include fans, cooling coils, chilled-water or refrigerant systems, containment, distribution losses and heat rejection. Include backup power and the cooling equipment that must operate during utility or component failures.

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  • Technology cooling system: manifolds, pumps, cold plates, sensors, controls and quick-disconnect service interfaces.
  • CDU and heat exchanger: separation of fluid circuits, capacity, approach temperature, pressure and isolation.
  • Facility loop: water treatment, expansion, filtration, flow control, valves, strainers and maintenance bypasses.
  • Heat rejection: chillers, cooling towers, dry coolers, indirect evaporative equipment or other site systems.
  • Controls: set points, sequencing, alarms, fail-safe states, restart behavior and communications with IT management.
  • Residual room systems: CRAHs, in-row units, fans, containment and humidity control where air heat remains.

Use climate, water and heat-reuse conditions in the comparison

Economizers and heat rejection

Compare airside and waterside economizers, dry coolers, chillers, cooling towers and indirect evaporative systems against hourly ambient conditions and the required loop temperature. The U.S. Department of Energy’s 2024 guide identifies waterside economizing as generally best suited to climates with wet-bulb temperatures below 55°F for at least 3,000 hours per year. That is a screening condition, not a substitute for hourly modeling; chilled-water design and available air-handler capacity also determine suitability.

Warm-water operation can increase economizer hours and reduce fan energy, but only when the IT supplier permits the proposed supply and return temperatures. Confirm the applicable liquid-water class, controls and condensation strategy before selecting a warmer loop.

Measure more than PUE

Agree on boundaries and measurement periods before comparing proposals. Use IT work and utilization alongside facility metrics so a lower number does not simply reflect less computing.

  • PUE: total facility energy divided by IT equipment energy.
  • WUE: water consumption relative to IT energy, with the accounting boundary stated.
  • WUI: water use normalized to facility area or another declared basis.
  • CUE: carbon emissions associated with energy use, using the stated emissions factors.
  • DCRE: data-center energy reuse effectiveness where reuse is present.
  • ERE and ERF: energy-reuse measures when recovered heat has a real, measured sink.

Dry coolers and closed-loop systems can reduce water dependence. Indirect evaporative systems may use little water but still require a site-specific water, climate and risk assessment. Heat reuse makes sense only when a dependable sink exists, such as a district-heating network, adjacent building or process load; do not claim a benefit for heat with no user.

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Apply thermal envelopes and standards correctly

The Department of Energy’s 2024 Best Practices Guide reproduces ASHRAE 2021 air-cooling environmental ranges. The recommended dry-bulb range is 18–27°C across classes A1–A4. Allowable ranges are A1: 15–32°C, A2: 10–35°C, A3: 5–40°C and A4: 5–45°C. Recommended conditions are the reliability target; allowable bounds concern equipment functionality. Verify the current ASHRAE class and the server manufacturer’s specification before setting controls.

The same guide identifies liquid-water classes W17, W27, W32, W40, W45 and W+, with the numeric upper temperature limit embedded in each class name. Confirm the current class definition and the permitted water supply conditions for each IT supplier before adopting warm-water operation or economizer equipment.

ASHRAE’s AI Data Center Energy Performance Framework is guidance, not a mandatory code, and it does not supersede applicable codes or standards. Its recommendations map to standards including ASHRAE Standard 90.4 and TC 9.9 thermal guidance. The project team must still meet local building, fire, electrical, plumbing and environmental requirements.

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Check compatibility before choosing a liquid architecture

Request a compatibility matrix for every server, accelerator, switch and storage configuration. It should identify approved cold plates or immersion use, connector and hose requirements, coolant type and quality, temperature and pressure envelope, flow rate, maximum heat load, warranty conditions, field-replaceable units and the exact service procedure.

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Air has broader general compatibility, which can be decisive in mixed or rapidly changing environments. Liquid systems add interfaces between facilities and IT: CDUs, pumps, sensors, controls, quick disconnects and leak detection. Assign ownership for each interface, define who responds to an alarm, and keep isolation and bypass paths accessible without taking unrelated racks offline.

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Design reliability and maintainability explicitly

Choose the redundancy target

State whether the cooling plant is N, N+1 or 2N for each function, including pumps, CDUs, heat exchangers, chillers, dry coolers, controls and electrical feeds. The label is meaningful only when the failure and maintenance scenarios are written down. A redundant pump is not enough if a shared valve, control network or heat-rejection header remains a single point of failure.

Plan for leaks and abnormal conditions

  • Install leak detection where liquid enters racks, under raised floors, at CDUs and along pipe routes.
  • Provide isolation valves and drains that allow a failed branch to be serviced without draining the whole loop.
  • Define coolant quality testing, filtration, corrosion control and replenishment responsibilities.
  • Set alarms for temperature, pressure, flow, conductivity, pump status and CDU capacity.
  • Test loss of utility power, pump failure, control failure, blocked airflow and heat-rejection derating.
  • Stock the connectors, hoses, pumps, sensors and controls that have lead times incompatible with the recovery objective.

Protect service access

Document rack clearances, hose bend radii, CDU access, tank access where applicable, lifting paths and the space needed to replace a board or pump. A design that meets a thermal calculation but cannot be isolated and repaired safely is not operationally complete.

Retrofit checklist for an existing data center

Retrofitting dense AI equipment is a building and utility project as well as an IT project. ASHRAE retrofit guidance flags legacy density limits, AI power volatility and the structural load of dense liquid-cooled racks.

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  1. Survey the electrical service. Confirm available capacity, transformer and switchgear limits, branch circuits, backup generation, UPS capacity and the response to synchronized GPU load changes.
  2. Verify floor and structural capacity. Account for racks, batteries, CDUs, piping, tanks and concentrated loads. Obtain a structural review for any dense liquid-cooled installation.
  3. Map physical routes. Locate pipe corridors, penetrations, drains, isolation points, equipment clearances and access for installation without disrupting live rows.
  4. Inventory existing cooling. Record CRAH capacity, coil temperatures, airflow, containment, controls, heat-rejection options and actual rack-inlet readings at peak operation.
  5. Choose the least disruptive topology. Compare containment and close-coupled air, RDHx, direct-to-chip and other options against outage windows and service requirements.
  6. Model the full operating range. Include current load, planned AI expansion, partial occupancy, failure modes, ambient extremes and the residual room load.
  7. Commission in stages. Test the loop, controls, leak detection, alarms and failover before loading production hardware; then repeat measurements under representative AI workloads.

A repeatable comparison workflow

  1. Write the design brief. State rack counts, present and future kW, workload profiles, environmental limits, uptime objective, water constraints, sustainability goals and retrofit boundaries.
  2. Build a heat map. For each rack, assign the fraction rejected to liquid and air, the peak and sustained load, and the expected inlet temperature.
  3. Screen architectures. Eliminate options that cannot meet compatibility, density, structural, water or service constraints before comparing efficiency.
  4. Model the complete chain. Include IT-side loops, CDUs, facility water, pumps, controls, heat exchangers, heat rejection, room cooling and backup systems.
  5. Test climate and water cases. Use hourly ambient data, water availability, drought restrictions, required supply temperatures and economizer operation.
  6. Set measurement rules. Define PUE, WUE, WUI, CUE, DCRE and any reuse metric, including boundaries, time periods and treatment of IT work.
  7. Review reliability and maintenance. Walk through N, N+1 and 2N failures, planned maintenance, leaks, blocked airflow, power loss and restart sequencing.
  8. Validate with commissioning data. Measure rack inlets, supply-air temperature and humidity, liquid temperature, pressure, flow, alarms and heat-rejection performance under representative loads.
  9. Score the options transparently. Keep thermal compliance, compatibility and recoverability as gates; use energy, water, carbon, space and operational complexity to rank the options that pass.

Monitoring and commissioning practices

Rack-inlet temperature monitoring is more useful than relying on a cooling-unit display alone. Place sensors to capture the hottest credible inlet, and correlate readings with workload, fan speed, valve position and containment state. Monitor supply-air temperature and humidity at cooling units, plus liquid supply and return temperature, pressure, flow and quality where liquid is present.

Commission controls at normal, peak and degraded conditions. Verify that a failed pump, CDU, cooling unit, sensor or communications link produces the intended alarm and safe response. Repeat measurements after filters, firmware, workload mix or rack layout changes. Spot-check instruments can support an assessment only when accuracy, calibration, logging interval, placement and operating conditions are known; facility-grade monitoring and calibrated commissioning instruments remain the design reference.

Common comparison mistakes and their fixes

  • Choosing from rack density alone. Fix: model actual peak heat, heat split and inlet limits for each rack.
  • Assuming liquid removes all room cooling. Fix: calculate residual air heat and retain the required room system.
  • Comparing a cold plate with an entire air plant. Fix: include CDUs, loops, pumps, controls, heat exchangers and heat rejection in both capital and operating comparisons.
  • Using a vendor capacity as a guaranteed rating. Fix: treat published bands as indicative and verify the project’s airflow, coil, climate and redundancy conditions.
  • Ignoring hardware compatibility. Fix: obtain written support for every server and network configuration, including service and warranty terms.
  • Optimizing one metric. Fix: evaluate energy, water and carbon with IT work, utilization and declared boundaries.
  • Assuming a retrofit has spare capacity. Fix: check electrical transients, floor loading, pipe routes, heat rejection, controls and maintenance access.
  • Leaving ownership unclear. Fix: assign IT and facilities responsibility for each loop, alarm, isolation point and incident decision.
  • Operating at an allowable thermal limit. Fix: target the recommended envelope and reserve margin for fouling, sensor error and degraded equipment.

Make the final selection

Select perimeter or close-coupled air where density, airflow and compatibility make it reliable. Select RDHx or direct-to-chip when dense racks need rack-level heat capture but the room still contains a meaningful air load. Consider immersion only when the equipment, fluid, tank operations and service model are intentionally designed for it. For the highest-density racks, plan a nearly complete liquid path and prove the residual room load, facility-loop capacity, redundancy and maintenance procedure.

The strongest proposal is the one that shows its assumptions: rack-by-rack heat, thermal envelopes, heat paths, climate hours, water accounting, failure cases, commissioning measurements and ownership boundaries. That evidence lets a construction and facilities team compare unlike architectures on the same basis and expand AI capacity without discovering the building limit after installation.

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