Water & Sanitation Science

Could heat-driven desalination at AI data centers become a viable water production method by 2028

6 days ago
Could heat-driven desalination at AI data centers become a viable water production method by 2028? — image 1

Endeavour and Trevi Systems have announced a partnership to integrate heat-driven forward-osmosis desalination technology into data center cooling systems. The companies state that the technology uses waste heat from data centers to desalinate brackish groundwater, with a theoretical capacity of up to 200,000 gallons of water per day per megawatt of computing power. While the companies plan to deploy the technology at Endeavour's U.S. data centers, the performance figures remain unverified in a data center environment and are subject to upcoming pilot testing.

In-Depth Analysis

The Convergence of Computing and Water

The rapid expansion of artificial intelligence (AI) data centers has created a significant strain on local water resources, primarily due to the high cooling requirements of high-density server racks. As of October 2026, the industry is shifting toward a model that treats data centers not merely as consumers of resources, but as potential producers of clean water (Endeavour, 2026). The partnership between Endeavour and Trevi Systems represents a significant advancement in this domain, utilizing waste heat from data center cooling to drive forward-osmosis desalination (Interesting Engineering, 2026).

This technology leverages the ThermalWorks closed-loop waterless cooling platform, which captures the heat generated by server operations. Instead of dissipating this heat into the atmosphere, the system directs it to power Trevi’s forward-osmosis process. In this mechanism, water is drawn through a semi-permeable membrane using a draw solution, effectively separating clean water from brackish groundwater (Endeavour, 2026). This process is particularly significant because it addresses the energy-intensive nature of traditional desalination, which typically relies on high-pressure reverse osmosis (Interesting Engineering, 2026).

Membrane Performance and Diagnostic Frameworks

The efficiency of any desalination system is fundamentally tied to the performance and longevity of its membranes. Recent research published in October 2026 has introduced a four-test diagnostic framework to evaluate the selectivity, transport behavior, and operational stability of membranes used in hypersaline environments (Preprints.org, 2026). This framework, which includes water-activity calculations and final-period flux analysis, provides a standardized method for comparing different membrane materials, such as electrospun polystyrene and commercial PTFE (Preprints.org, 2026).

Understanding these material constraints is critical for the scalability of the Endeavour-Trevi system. The diagnostic framework identifies that while some membranes exhibit high rejection rates—up to 99.9975% for chloride-based ions—they also face challenges related to thermal stabilization and water-breakthrough pressures (Preprints.org, 2026). By applying these diagnostic tools, engineers can better optimize the membranes used in data-center-integrated desalination, ensuring that the systems remain robust over long-term operation (Preprints.org, 2026).

Overcoming the Brine Management Bottleneck

A major limitation of conventional desalination is the production of concentrated brine, which poses significant environmental risks when discharged into marine or groundwater systems. Global brine production is currently estimated at 140 million cubic meters per day, a figure projected to double by mid-century (Endeavour, 2026). The heat-driven desalination technology proposed by Endeavour and Trevi Systems is designed to mitigate this issue by concentrating brine into solids, thereby avoiding the discharge of liquid waste (Endeavour, 2026).

This approach aligns with broader trends in sustainable water management, which emphasize the need for integrated systems that combine renewable energy, advanced materials, and digital optimization (Frontiers in Water, 2026). By turning a data center into a water-producing facility, the system effectively decouples water production from the environmental costs associated with traditional desalination plants. This shift is essential for the long-term viability of desalination as a solution to global water scarcity (Endeavour, 2026).

Path to Industrial Deployment

The transition from a pilot deployment to widespread industrial adoption requires addressing several technical and regulatory barriers. While the ability to produce 200,000 gallons of water per megawatt of computing capacity is a promising benchmark, the system must demonstrate consistent performance across diverse environmental conditions (Endeavour, 2026). Future research is focused on developing advanced materials, such as thin-film composite and hybrid membranes, to further reduce transport resistance and enhance durability (IntechOpen, 2026).

Furthermore, the integration of these systems into municipal water grids will require new regulatory frameworks that define the quality standards for water produced in industrial settings. As of late 2026, the focus remains on scaling the technology and proving its reliability in real-world applications (Endeavour, 2026). The success of this initiative will depend on the continued collaboration between technology innovators, data center operators, and water management authorities to ensure that the water produced meets safety and quality requirements for its intended use (Endeavour, 2026).

What It Will Take to Advance This

Long-term longitudinal studies are required to assess the performance and degradation rates of forward-osmosis membranes when exposed to varying qualities of brackish groundwater over 12-24 months. This data is essential to validate the four-test diagnostic framework and ensure that the system maintains its 99.9% rejection efficiency under real-world operational stress. Engineers must develop more efficient methods for the solidification of brine to ensure that the byproduct can be safely handled or repurposed without environmental leakage. Current systems must demonstrate that the concentration process can handle high-salinity feedstocks without causing membrane fouling or scaling that would necessitate frequent, costly maintenance. Increased public-private investment is needed to transition from pilot-scale deployments to full-scale, 100-megawatt integrated facilities. Funding should be directed toward the development of standardized, modular heat-exchange units that can be easily integrated into existing data center architectures. Regulatory bodies must establish clear safety and quality standards for water produced via data-center-integrated desalination, particularly for potable use. This includes defining the testing protocols and certification requirements for water that is introduced into municipal distribution systems. The manufacturing sector must scale the production of high-performance, thin-film composite membranes to meet the potential demand from the global data center industry. This requires establishing supply chains that can deliver consistent, high-quality membrane materials at a cost that makes integrated desalination economically competitive with traditional water sources.

Future Possibilities

The integration of desalination into data centers could provide a reliable, decentralized source of high-quality water for medical facilities in water-stressed regions. By producing clean water on-site, hospitals could reduce their dependence on municipal supplies that may be vulnerable to contamination or shortages. This would ensure the continuity of critical services such as dialysis and sterilization, which require high volumes of purified water. The success of this model depends on the ability to maintain strict water quality standards equivalent to those of municipal utilities. If proven, this could become a standard feature for critical infrastructure in arid climates.

  • •Mid term (2-5 years)
  • •Moderate confidence

Reference: The system is capable of producing 200,000 gallons of clean water per day per megawatt of computing capacity (Endeavour, 2026).

Data centers integrated with desalination technology could serve as resilient water hubs for military installations and surrounding communities in contested or resource-scarce environments. By utilizing the waste heat from secure computing facilities, these sites could maintain water independence without the need for vulnerable, long-distance supply lines. This capability would enhance the operational resilience of forward-deployed forces and provide a strategic advantage in regions where water access is a point of geopolitical tension. The deployment of such systems would require robust security protocols to protect both the computing and water-production infrastructure.

  • •Long term (5+ years)
  • •Low confidence

Reference: The technology is already being scaled for worldwide use, including in regions like Oman (Endeavour, 2026).

The ability to turn data centers into water producers could create a new revenue stream for technology companies, effectively subsidizing the energy costs of AI operations. By selling or providing water to local municipalities, data center operators could offset the high electricity consumption associated with AI training and inference. This model could incentivize the construction of data centers in regions that are currently considered unsuitable due to water scarcity, thereby shifting the geography of the digital economy. The economic viability of this model will depend on the local cost of water and the regulatory environment for water sales.

  • •Mid term (2-5 years)
  • •High confidence

Reference: A 100-megawatt campus could become a 20-million-gallon-a-day water plant whose energy is paid for by computing (Endeavour, 2026).

Widespread adoption of heat-driven desalination could significantly reduce the environmental impact of brine discharge, which is a major drawback of traditional desalination. By concentrating brine into solids, this technology prevents the release of harmful, high-salinity waste into marine ecosystems. This shift could allow for the expansion of desalination capacity without the corresponding increase in ecological damage, supporting global efforts to address water scarcity sustainably. The long-term success of this approach depends on the development of efficient methods for the disposal or repurposing of the solid brine byproduct.

  • •Long term (5+ years)
  • •Low confidence

Reference: Traditional desalination leaves behind 140 million cubic meters of brine a day, a volume expected to double by mid-century (Endeavour, 2026).

Communities located near large-scale data centers could benefit from a more reliable and locally sourced water supply, reducing the risk of water rationing during droughts. This integration could lower the cost of water for residents and businesses by utilizing waste heat that would otherwise be discarded. As these systems become more common, the public perception of data centers could shift from resource-intensive facilities to essential community infrastructure. The realization of this benefit requires transparent management and public-private partnerships to ensure that the water produced is distributed equitably.

  • •Long term (5+ years)
  • •Moderate confidence

Reference: The technology turns a data center from a major consumer of water into a direct water producer (Endeavour, 2026).

The Department of Energy should establish a dedicated grant program under the Water Security Grand Challenge to fund pilot-scale integration of waste-heat recovery systems in federal and private data centers. By allocating $50 million in FY-2027, the program would accelerate the transition from laboratory-scale forward osmosis to industrial-scale deployment. This funding would specifically target the optimization of membrane durability in high-salinity environments, building on the diagnostic frameworks recently proposed for membrane stability. The milestone would be the successful operation of a 5-megawatt integrated facility by 2028.

  • •The current capacity to produce 200,000 gallons per megawatt provides a clear metric for ROI (Endeavour, 2026).
  • •Existing research on membrane distillation frameworks provides a baseline for evaluating operational stability (Preprints.org, 2026).

Reference: Department of Energy, Water Security Grand Challenge

Public health agencies should collaborate with municipal water authorities to establish safety and quality standards for water produced via data-center-integrated desalination. This involves creating a certification pathway for non-potable and potable water reuse, ensuring that the forward-osmosis process effectively removes contaminants from brackish groundwater. By 2027, the EPA could issue guidance on the integration of these systems into existing municipal water grids. This would allow cities to treat data centers as decentralized water utilities, reducing the burden on traditional water infrastructure.

  • •Forward osmosis is inherently effective at rejecting ionic contaminants (Preprints.org, 2026).
  • •The technology is already being deployed in produced-water systems in California (Endeavour, 2026).

Reference: Environmental Protection Agency, Water Reuse Action Plan

Data center operators should adopt standardized modular heat-exchange units that facilitate the plug-and-play installation of Trevi Systems' forward-osmosis modules. By 2028, the industry could reach a manufacturing scale where these modules are integrated into the initial design phase of all new hyperscale data centers. This would require a shift in procurement standards to prioritize 'water-positive' design, where the cost of the desalination unit is offset by the reduction in water-cooling utility fees. The goal is to achieve a 30% reduction in the net water footprint of new data center builds by 2030.

  • •The system utilizes waste heat that is already paid for by computing operations (Endeavour, 2026).
  • •The technology is designed to avoid the brine-management bottlenecks of traditional plants (Endeavour, 2026).

Reference: Endeavour, ThermalWorks Platform

The American National Standards Institute (ANSI) should lead the development of a new standard for 'Data Center Water-Energy Nexus Efficiency' to incentivize the adoption of heat-driven desalination. This standard would provide a benchmark for water production per megawatt, allowing for tax credits or regulatory relief for operators that meet specific water-positive targets. By 2027, this framework would provide the necessary legal certainty for private investment in integrated water-computing infrastructure. This would effectively turn the data center industry into a key player in regional water security.

  • •Global brine production is expected to double by mid-century, necessitating new standards (Endeavour, 2026).
  • •Integrated systems can produce up to 31 liters of water per kWh of computing (Endeavour, 2026).

Reference: American National Standards Institute, Standards Development

Universities and technical colleges should integrate 'Water-Energy Nexus Engineering' into their civil and mechanical engineering curricula to prepare a workforce for the maintenance of integrated desalination-data center facilities. By 2028, specialized certification programs could be established to train technicians in the operation of forward-osmosis membranes and heat-exchange systems. This workforce would be essential for the long-term reliability of these systems, ensuring that the integration of water production into industrial computing remains safe and efficient. The program would focus on the intersection of thermal dynamics and membrane science.

  • •The field requires interdisciplinary approaches combining materials science and thermal engineering (Frontiers in Water, 2026).
  • •Diagnostic frameworks for membrane performance are already being developed for professional use (Preprints.org, 2026).

Reference: National Science Foundation, Advanced Technological Education Program