Energy and data centres
Data centres' power demand, grid and power-plant decisions, and AI applications in the energy sector.
Viewpoint
November 2026 · 15
Data centers accounted for at least 60% of US electricity demand growth last year, grid struggles to keep upenergy specialistGrid planning needs a separate scenario for data center load growth, and large connection requests should be handled in phased stages.plant managerGrid constraints may also slow the connection of factory expansions, so power requirements should be reported early.Nvidia's Kyber racks could require 600 kW of continuous powerengineerPower distribution and cooling must be sized for 600 kW loads at rack level.supplierDemand for high-power distribution and cooling components may grow, so product ranges should focus on them.Cohere says AI is needed to produce more gas to power AI, as oil majors become top AI customersenergy specialistGas-based generation is playing a growing role in powering AI, so gas supply and power-plant capacity need to be monitored.Omen AI buys Aquatic Labs for $16M to cut data center water useengineerWater-use optimization may become part of data center cooling design, so water-efficiency solutions are worth examining.PJM grid moves to tackle AI power costs to avoid capacity shortfallsenergy specialistChanges to capacity market rules affect supply security and cost allocation decisions, so rule changes should be tracked.Crusoe unveils modular AI data center unitsupplierModular units require factory prefabrication, so suppliers should assess their capacity to deliver assembled units and components.Europe is the costliest place to build data centers; Germany sees record investment but the gap is wideningenergy specialistHigh energy prices and grid constraints limit expansion, so access to power is decisive in site selection.supplierHigh construction costs put competitive pressure on European local suppliers, so cost-efficient modular solutions can be an advantage.US AI data centers turn to retired jet engines for power generationenergy specialistTemporary on-site gas turbine generation can be an alternative to grid waiting times, but emissions and permitting requirements must be checked.engineerWhen designing power supply independent of the grid, the output and maintenance needs of engine-based units should be assessed.AI data centers could undermine UK emissions goals, BBC reportsenergy specialistLarge new loads mean the emissions-reduction pathway is likely to be reviewed, so upcoming regulation is worth watching.OpenAI's new data centers to cut power draw at peak grid demand under Grid Protectors programenergy specialistFlexible, curtailable load is a new bargaining basis for large-customer connections, so it is worth assessing which loads can be reduced at peak times.engineerIn data center design, load reduction (storage, scheduling, reserve capacity) may now become a design requirement and should be built into specifications.Envision deploys first commercial 800V DC power system at large AI data center in ChinaengineerThe 800V DC architecture is pushing manufacturers and designers to rethink switchgear, converters and cabling.supplierDC distribution opens new product categories, so development timelines for converters and protection devices should be aligned with it.Alliant Energy targets another 1 GW of data center contracts within six monthsenergy specialistThe utility's contracting pace signals demand, so long-term capacity development should be aligned with it.supplierUtility investment may accelerate, so it is worth reserving capacity for supplying grid equipment.National Grid to build 3.2GW substation next to Teesside AI data centerenergy specialistGrid preparation for data center connections runs years ahead of the facility itself, so grid development must be planned together with large-consumer demand.supplierBuilding the substation means orders for transformers, switchgear and cables.AI in the energy system: IEA analysis, UK and Nordic grid projects, cyber riskenergy specialistBarriers to deploying AI grid-optimization projects, such as data and regulation, should be assessed before a pilot is launched.engineerProtecting critical infrastructure is a cybersecurity requirement when AI-based systems are introduced.LS Electric chairman backs DC distribution grids for AI power crunch, plans North American expansionenergy specialistIn the longer term, DC distribution will affect how data center grid connections are designed, so it is worth following the new standards.supplierExpansion in North America by larger manufacturers could intensify competition in the electrical equipment market.
October 2026 · 84
DARPA backs project to measure AI energy use at every stage of the workflowenergy specialistMore precise measurement of AI energy use could underpin load and capacity planning.Alliant expects about 1 GW of new data-centre contracts within six monthsenergy specialistData-centre demand means a rapid pace of contract signing at utilities, which also accelerates grid capacity planning.AI data centre could be built near Paks, but power and cooling water remain open questionsenergy specialistWhen planning grid connection and cooling-water demand, it is worth modelling the Paks proposal as a separate scenario.engineerEarly review of cooling and safety concepts can be a professional entry point in this project.US declares grid emergency in 13 states and national emergency to protect bulk power systemenergy specialistThe emergency measures may affect grid operating priorities and load management.plant managerThe power-supply risk at US plants is worth reassessing.AI arrives in the energy sector: forecasting, fault detection and operational decision supportenergy specialistAI tools for fault detection and forecasting can be tried out in day-to-day operations.Nova Scotia grid needs new equipment and upgrades to supply AI data centres, studies findenergy specialistThe grid upgrade need shows how data-centre load forces utilities into new investment.AI data center construction shifts to a manufacturing mode: faster build-out, more flexibilityengineerModular, factory-built data center design brings standardization and fast deployability.Reactors under construction rise to 79 worldwide as AI demand grows; SMRs expected to spread fastenergy specialistExpanding SMR-based supply can be considered as a longer-term supply scenario.Who pays for AI's electricity: connection costs, tariffs and regulationenergy specialistHow tariff and connection rules develop directly affects the returns on data-centre projects.SME ownerThe debate over sharing electricity costs may also affect power prices, so it is worth following tariff changes.Nvidia and PreussenElektra assess decommissioned German nuclear sites for AI data centresenergy specialistGrid connections at former power plant sites may signal new data centre demand, so it is worth assessing nearby connection capacity.7x24 Exchange: AI data centres run into limits of power, grid and community trustenergy specialistGrid reliability and power supply are becoming among the main risks for projects.plant managerData-centre developments are being forced to address community acceptance as well.US data-centre gas turbines could erase 15 years of emissions cuts, report saysenergy specialistGas-turbine demand and gas prices may affect electricity costs and procurement cycles.Amazon funds 12 small modular reactors at a former coal plant site in Indianaenergy specialistReusing former fossil sites for nuclear power offers a model for data-centre electricity supply.Schneider and Nvidia take digital twin to live 1.2 GW siteengineerPower and cooling upgrades for an AI data centre can be rehearsed on digital twins before construction, so it is worth evaluating such a simulation workflow.energy specialistSimulating power demand in the design phase may allow more accurate grid-demand applications.Data center power and cooling: 800 V DC, supercapacitors and liquid coolingengineer800 V DC and liquid cooling affect design requirements and the choice of standards.US restarts shut-down reactors and expands operating ones to power data centersenergy specialistUprating existing reactors is a fast source of power for data centers, so it is worth watching the effects on electricity markets.Finnish grid expects power demand to rise by up to 40% within five years, driven by data centersenergy specialistGrid forecasts affect connection queues and capacity expansion across Northern Europe.Data center boom spurs grid modernization; New England utility uses AI tools to set prioritiesenergy specialistAI-based grid planning can help set investment priorities.Data centers' water demand comes mainly through electricity generation, analyses sayenergy specialistWhen assessing water footprint, the makeup of the power supply matters, not only the local cooling system.engineerWhen choosing a cooling concept, it is worth counting direct and indirect water demand together.Grid batteries: GM-backed Peak Energy takes on Chinese dominance, while AI drives only part of the marketenergy specialistDeploying large storage systems is one way to manage data-centre load.Solid-state transformers could help power the AI boom, MIT Technology Review reportsengineerSolid-state transformers are a new tool in data center and grid design, and their efficiency gains are worth evaluating.energy specialistReducing transmission losses could help make more efficient use of grid capacity.Welsh residents protest against a 23-metre-tall AI data centerengineerBecause of the noise and backup generators, residents' concerns belong in the early design phase.Ghost properties and fake megawatts distort the AI data centre market, report saysenergy specialistAnnounced capacities should be verified against grid connection commitments and permits.NVIDIA to assess former German nuclear plant sites for AI data centersenergy specialistThe grid connections of decommissioned power plant sites could enter a new sales and operating scenario as data-center consumers.Data centre power supply: ABB Infinitus and supercapacitors target load swingsenergy specialistRapid fluctuations in AI load call for grid and storage solutions.engineerPower supply and energy storage architecture is key to data centre design.Nvidia's Minerva AIOps software aims to predict failures in AI data centersengineerStandardizing operational telemetry is a precondition for deploying such predictive tools.Nvidia unveils DSX POD, a container-sized AI factory it says can be deployed in 14 daysengineerFactory-assembled modular construction shifts the emphasis from on-site building work to integration and the cooling and power interfaces.supplierProducts and integration capabilities that fit the partners named by Nvidia may gain an advantage.energy specialistWith a 14-day deployment window, the power and grid connection must be ready in advance.US prepares to restart three shut-down nuclear reactors for AI data centersenergy specialistData-center demand makes restarting existing baseload capacity economical too, so it is an option worth factoring in.German food industry giant builds its own data center with its own power plantenergy specialistIndustrial players are building data centers alongside their own generation, which changes the role of the grid connection.Digital twins in AI data center design: Schneider Electric, Nvidia and Dassault deploymentsengineerManaging mechanical, electrical and operational data in a shared digital model requires a new way of working.energy specialistGrid connection and load can be simulated together, which may reduce design risk.US debates who pays for the grid costs of AI data centersenergy specialistRules on who bears grid costs could affect connection fees and customer agreements, so they are worth monitoring.SME ownerIf grid upgrade costs show up in tariffs, industrial electricity prices may be affected too, so it is worth checking how your power contract is indexed.Flexible grid connections could cut AI data centre power wait to 2–4 yearsenergy specialistDemand-flexibility services, such as load shifting and distributed generation, may offer new business opportunities.plant managerIf a plant's consumption can be shifted in time, such programmes can provide a source of revenue, so it is worth assessing your flexibility.AI data centers drive natural gas demand in Latin America, the US and the Middle Eastenergy specialistGas-based on-site generation may become the primary power source for data centers, so planning gas supply and capacity is a new task.Amazon plans nearly 1 GW small modular reactor project in Indianaenergy specialistLarge cloud providers are now building generation capacity directly, which creates a new customer and competitor role in the energy market.supplierThe small-reactor build-out may create demand for components and services, so it is worth assessing the qualification requirements.Microsoft pulls out of major UK AI data centre project over grid delaysenergy specialistGrid connection timing can sink a project, so the grid expansion schedule should be agreed early.supplierWith the investor pulling out, related orders may be rescheduled or cancelled, so it is worth covering this in contracts.US residents are skeptical of and suing over AI data centersenergy specialistLocal opposition and lawsuits can delay permitting and grid connection, so community consultation is a critical project step.Experts: growing AI use adds to data centres' energy demand and water strainenergy specialistCooling water demand and environmental requirements also play a role in site selection and permitting.Hungarian reports examine the energy, water and mineral demands of AI data centresenergy specialistHungarian public opinion and regulation may grow more sensitive to data centres' electricity and water use, so the figures need to be handled with preparation.Microsoft pulls out of Essex AI data centre project over power shortageenergy specialistA concrete example of how a lack of power supply can halt a project.supplierOrders for data centre projects may fall through if access to energy is not secured.UN adviser: data centres have become military targets, so European AI factories should slow downenergy specialistPhysical protection and site selection may become new design considerations for data centre power supply.engineerMilitary risk may affect redundancy and protection design.GRID-INDIA warns data centre growth could pose new grid challenges as clean power firms prepare for demandenergy specialistSharing responsibility for grid stability could also affect data centre connection conditions.Three shuttered US nuclear plants could restart as AI data centres drive nuclear revivalenergy specialistRestarting shuttered reactors is a new source of capacity, but according to the text no such restart has yet been carried out at a commercial reactor.Reliability standards for AI data centres and crypto miners move closer to adoptionenergy specialistGrid reliability requirements for large loads may bring new connection requirements.Venture Global wants to enter the AI power marketenergy specialistA new player in gas-fired generation may offer supply to data centers.Report: Europe's data centre boom could push up electricity pricesplant managerThe risk of price rises driven by data centres should be factored into cost planning at energy-intensive plants.energy specialistThe price-rise risk may also affect how long-term power purchase agreements are structured.India plans AI push to improve power grid reliability, demand forecasting and securityenergy specialistAI is set to play a role in demand forecasting and renewables integration in grid operations.Redwood Materials enters the AI data center power market with battery-based offerenergy specialistBattery-based flexibility is on offer for data centers facing grid connection delays.supplierData centers are a new customer segment for battery and storage suppliers.US power grid constraints could upend Big Tech's AI plans, report saysenergy specialistGrid capacity may become the limiting factor for scheduling AI data centers, which calls for grid expansion planning.China builds AI data centres at speed as the US grapples with the costsenergy specialistThe Chinese example offers a benchmark for timing grid and generation expansion.Texas researchers say Permian Basin wastewater could cool AI data centresengineerExamining an alternative cooling water source, which could become a design option at water-constrained sites.energy specialistWastewater reuse could ease concerns about water consumption.Saudi Arabia upgrading half of its power grid as industrial and AI demand risesenergy specialistLarge-scale grid modernisation signals the combined load of AI and industry.supplierA lasting market is emerging for grid equipment.Digital Realty CEO says data center demand is growing globally despite community pushbackenergy specialistRising demand means a continuing need for grid connections and sites.AI data centers drive natural gas and solar investment while straining power gridsenergy specialistCapacity is being added from several sources, but grid bottlenecks remain a constraint.supplierForecasts point to lasting demand for power plant and grid equipment.Power and skilled labour, plus cooling and GPU links, constrain AI data centre buildsenergy specialistAccess to power is the main constraint on project schedules.skilled workerA shortage of skilled construction and operations workers creates demand in data centre trades.engineerCooling and interconnect design is a key bottleneck for expansion.Entergy Louisiana CEO inadvertently reveals Meta AI data centre's peak power demandenergy specialistThe figure from the utility's chief shows that AI data centre loads must be planned at utility level.supplierThe sizing of the Meta project points to demand for electrical and cooling suppliers.AI's water use is also rising through power generation, including in drought-hit areasenergy specialistWater demand has to be weighed in siting decisions at the point of power generation as well as at the data centre.plant managerThe dispute over data centres' water use may also affect siting permits.Sydney, Mexican and Israeli power grids hit limits as AI data centres expandenergy specialistIn several regions, delays in grid expansion limit AI data centre capacity.supplierDemand is growing for grid and storage solutions.Project Matador, a 17 GW Texas AI power campus, clears NRC draft reviewenergy specialistA single AI campus requires so much capacity that it calls for dedicated power plant and grid planning.supplierPhased build-out means long-term demand for electrical and infrastructure suppliers.AI data centre could be built at Paks; supply of resources is the questionenergy specialistThe planned data centre at Paks also raises questions about supply and grid expansion.supplierA large data centre project could create demand for cooling, electrical and construction suppliers.PJM to study SoftBank's Ohio AI project, starting at 800 MWenergy specialistThe interconnection study of a load request above 5 GW shows that grid permitting will be the bottleneck.Philippine president backs nuclear power to meet AI data centre electricity demandenergy specialistAnother country is putting nuclear power among the options for AI electricity demand, which signals long-term capacity planning.Grid security debate: Trump order and AI risk focus leave cyber problems unaddressedenergy specialistGrid cybersecurity and regulatory orders may also shape the conditions for connecting AI data centers.Building a single AI data centre now costs roughly $30 billionsupplierGiven the project sizes, infrastructure suppliers can expect large, long-term contracts.Old World Industries and Integrity Systems partner on predictive maintenance for data center coolingengineerPredictive maintenance data can improve the uptime of data center cooling.skilled workerCondition monitoring of cooling systems changes the content of maintenance work.NVIDIA pushes open architecture to scale AI factories at OCP Global SummitengineerOpen architecture may affect compatibility in rack and data center design.Crusoe abandons $1.25 billion plan to use Boom turbines at AI data centresenergy specialistOn-site power plans built on new, unconventional turbine types are risky, so a fallback scenario is worth keeping.Data centres could use up to 11% of Poland's energy, report saysenergy specialistThe regional scenario can serve as a benchmark for grid expansion needs and connection plans.TrendForce: global data centre power demand to reach 161 GW in 2026energy specialistThe 31 percent annual growth is a baseline figure for generation and grid capacity planning.supplierDemand for power supply and cooling equipment can be expected to keep growing.Tech consortium launches National Compute Grid to share idle data center capacitySME ownerSharing idle computing capacity could mean cheaper access for smaller AI developers.Trump's AI and energy dominance agenda could mean costlier LNG for Asiaenergy specialistCost risk for gas-based generation may come through LNG prices.AI data centre worth €8 million planned in Szászrégen, TransylvaniasupplierConstruction, electrical and cooling suppliers should assess whether they can join the contractor chain of the Transylvanian project.energy specialistA new, high-demand power consumer appearing in the region may affect local grid capacity and connection plans.Google to buy 890 MW of nuclear power from Constellation for AI data centresenergy specialistThe baseload, long-term power purchase agreement has become the key to securing data-centre capacity, so one's own PPA strategy should be measured against it.supplierData-centre investments tied to nuclear plants represent new, long-term demand for suppliers of electrical and cooling equipment.US data centre connection requests top 700 GW, and the grid cannot copeenergy specialistGrid capacity has become a bottleneck, so connection requests and self-generation alternatives need to be scheduled early.plant managerIndustrial power consumers should review their own expansion plans in light of grid upgrade costs and connection queues.Data centre water use: AWS chief calls it low, other reports say it is highengineerThe water demand of the cooling concept (evaporative, direct-to-chip, immersion) has become a permitting and local acceptance issue.energy specialistChoosing the cooling technology is a trade-off between water and power use, which must be weighed at site selection.NVIDIA uses digital twins and AI agents to validate AI factory changes; DSX Ready joins blueprintengineerIn data center design, power and cooling simulation should be handled together with the compute layer.energy specialistUnder the reference design, power and cooling are an integral part of the AI factory, so supplier specifications need to be aligned with it.'Bring your own power' on-site generation spreads among AI data centresenergy specialistOn-site gas capacity is fast to deploy, but its grid and health consequences carry permitting and community risks.supplierFor suppliers of engine- and turbine-based on-site power plants, data centre demand is a new market niche.Flexible data centre power use could save grids billions, but scaling is uncertainenergy specialistFlexible load can be a way to secure grid connection faster, so load control should be built in at the design stage.Batam, Sarawak and Vietnam: AI data centers and the limits of power supplyenergy specialistGigawatt-scale plans make power supply capacity and grid development key factors in the region.India's AI data centers strain the power grid and raise upgrade costsenergy specialistRising grid development costs matter when planning PPAs and connection fees.LG becomes NVIDIA's key partner in AI data center coolingengineerThe cooling units' capacity steps (2.6 MW, then 4 MW) influence design capacity choices.energy specialistHigh-capacity, qualified cooling units fit into data center energy-efficiency calculations.Researchers say AI can help protect the power grid from AI-driven attacksenergy specialistIn grid protection, AI-based detection is presented as a response to attackers' use of AI.New 230 MW data centre to be built in Finlandenergy specialistThe 230 MW project is another example of using northern European grid capacity.Energy regulator approval to delay Oracle's Wisconsin AI data centerenergy specialistRegulatory approval time is one of the main risks to data center project schedules and should be built into the plan.Nuclear power for data centers: big tech's SMR deals and the existing fleetenergy specialistIn the short term, existing nuclear plants supply power to data centers while SMRs come later, and this timing should be built into PPA plans.
September 2026 · 70
Valar Atomics proposes nuclear-powered AI data center in Utah with more than 450 reactorsenergy specialistThe off-grid, nuclear-powered data center model differs from solutions waiting in the interconnection queue, so permitting is worth watching.PJM data-center plan accepted with five-month pauseenergy specialistThe five-month pause means the scheduling of data-center connections in the PJM region and the capacity-market effects must be re-planned.Jacobs to deploy data center digital twin for NVIDIA's R&D facilityengineerThe data center digital twin is also available as SaaS, so it can be used for operational planning without a separate in-house development.energy specialistModelling facility performance is a useful reference for planning power and cooling capacity.UK's largest AI supercomputer may wait until the 2030s for sufficient powerenergy specialistPower supply is becoming a tighter bottleneck than hardware, so the grid connection deadline is the key parameter in data center plans.Model: AI data centers could fit within grid limits with 35 hours of reduced load a yearenergy specialistFlexible, curtailable data center load is a new parameter in peak-period planning, so demand-response terms are worth building into connection agreements.plant managerIf data center load can be reduced during grid peaks, that may also affect grid connection queues and tariffs.Who pays for AI data centers' power? Ratepayer and grid-cost fight growsenergy specialistThe regulatory dispute over tariff design and the sharing of grid-expansion costs will shape the terms and fees for connecting data centers.plant managerIf grid costs are passed on to consumers, industrial electricity-price exposure should be planned using scenarios.Local opposition to data centers grows as Amazon pledges $1 billion, moratoriums and a union alliance emergeenergy specialistGiven local opposition and moratoriums, community consultation and a grid-impact assessment should be scheduled in advance when choosing sites.skilled workerThe joint initiative of unions and AI companies could bring labor standards to data-center construction.JP Morgan: Europe's AI demand could trigger a nuclear energy boomenergy specialistInvestor expectations favoring nuclear power should also be factored into long-term power-plant and PPA planning.AI rack power density rises from 12 kW to 26–27 kW; ABB moves toward direct currentenergy specialistRacks above 50–100 kW require a redesign of distribution and backup, together with direct current solutions.engineerBecause AI loads fluctuate, rack-level power distribution must be sized differently from stable loads.First Hungarian AI data center to be completed next yearenergy specialistA new, high-load AI data center is expected on the Hungarian grid, so connection and grid capacity should be discussed.AI is both a challenge and a solution for the energy system, Hungarian outlet saysenergy specialistAI is a source of both load growth and grid optimization, so both directions should be built into Hungarian system planning.India's data-centre expansion tests energy, land and water, and renewable capacitysupplierFor Indian electrical component makers, growing AI power demand means new order opportunities.energy specialistIn hot climates cooling power demand is higher, so climate becomes a cost factor in site selection.Schneider Electric offers prefabricated modular power for AI data centersengineerPrefabricated modules can cut on-site construction time, so they are worth comparing with conventional construction.supplierThe shift toward modular power moves the emphasis from on-site assembly work to factory prefabrication.Crusoe walks away from $1.25bn Boom turbine dealenergy specialistProcurement risk for on-site gas-turbine supply has increased, so turbine delivery and contract terms warrant close scrutiny.AI data centres set to trigger a new wave of e-waste, with Hungarian processing also in focusSME ownerBusinesses offering domestic e-waste processing can approach new customers through data centre server replacements.logistics specialistCollecting and transporting used IT equipment creates a new logistics task.AI-driven nuclear push runs into cost and regulatory hurdlesenergy specialistData center power plans should not rely solely on nuclear capacity deadlines; backup sources must also be planned.supplierSuppliers to nuclear projects need to manage their exposure to the possibility of a slower schedule.Power supply problems delay launch of UK's largest AI supercomputerenergy specialistGrid connection determines the schedule of large data centre projects, so power supply planning must be settled at the start of the investment.supplierThe delay may require suppliers to renegotiate delivery schedules.US Energy Department to spend nearly $2 billion to squeeze more electricity from ageing gridenergy specialistGrid funding supports better use of existing lines, so grid modernisation projects can apply for it.supplierSuppliers of equipment and software for grid modernisation can expect new demand.Hungarian water-scarce regions turn to water-saving cooling as local opposition to AI data centres growsengineerData centre cooling designs should prioritise water-saving solutions, especially in water-scarce Hungarian regions.energy specialistWater-rights and local-acceptance issues should be weighed in site selection on a par with power supply.SME ownerFor Hungarian companies offering water recycling and cooling technology, this is a market opportunity.Poland scales up AI data centers as energy demand could rise tenfoldenergy specialistRising load on the Polish grid could affect electricity supply planning across the whole region.supplierFor regional energy and electrical suppliers, Polish data center investment could open a new market.Alibaba to build new data centers in Europe and the Middle EastsupplierEuropean data center construction is gaining a new group of customers, so energy and cooling suppliers can bid for work.energy specialistNew European data center connection requests could further strain local grid capacity.India faces power and water strain from AI data centres, plans for 26.3 GW loadenergy specialistIndian data centre demand creates demand for renewable power contracts, which can be the basis for bids.supplierFor suppliers of water- and energy-efficient cooling, the Indian market signals growing demand.European startups look to ease AI boom's energy strain by making better use of grid capacityenergy specialistSoftware that makes better use of grid capacity can help in the short term without adding capacity.SME ownerFor small companies developing cooling-energy and waste-heat solutions, the EU startup ecosystem offers a chance to find partners.AI data centre may be built at Paks, but power and cooling water remain open questionsenergy specialistPower and cooling water supply is the project's key question, and grid and water-rights consultations must start early.supplierData centre construction in Hungary is also an opportunity for domestic energy and mechanical engineering suppliers, if the project goes ahead.Rab Árpád says energy use should be restricted in the current critical situationenergy specialistThe energy-restriction debate also raises the question of priority between data centre and industrial consumers, which needs preparation.Nvidia launches DSX Ready to qualify power and cooling products for AI factoriessupplierMakers of data center power and cooling products can check whether their products qualify for DSX Ready, as it may become a reference point for customers.engineerIn AI factory design, the list of qualified storage and cooling products can serve as a starting point for component selection.energy specialistOn-site battery storage is becoming part of data center power supply, so operating it will require new skills.California governor signs seven bills tightening data centre energy and water rulesenergy specialistThe new requirements also affect grid connection and energy-use planning, so they must be built into the preparation of California projects.supplierSuppliers of energy- and water-saving cooling and power solutions can prepare offers tailored to the requirements.engineerIn California data centre designs, energy and water metrics must be documented according to the new rules.Local groups are blocking or delaying $68 billion of US data center projectssupplierOrders for US data centers may slip because of local opposition, so delivery plans should include a buffer.energy specialistGrid capacity planning should allow for the possibility that some announced large-load demand will be delayed or will not materialise.SME ownerConstruction and installation subcontractors can diversify their portfolios in anticipation of delays in data center orders.Texas halts new data center permits until grid audit is completeenergy specialistThe audit's outcome will determine when, and under what conditions, large-load connections in Texas can restart.supplierDelivery schedules for Texas data center projects should be renegotiated, because permitting has stopped.plant managerManufacturers planning capacity expansion in Texas should consider a backup site because permit delays are likely.ABB's direct current portfolio and 800 V DC aim to reshape AI data center powerengineerNew data center power distribution designs should also consider a direct current architecture as an alternative.supplierMakers of conventional alternating current distribution equipment need to assess how much of their product range is affected by the shift to direct current.energy specialistOperating and protecting DC systems requires different knowledge, so staff training should be planned in advance.World Energy Council: AI power demand and grid constraints are reshaping the global energy systemenergy specialistGrid development and capacity plans need to be recalibrated to the expected demand from AI data centers.plant managerIndustrial consumers should expect to compete with data centers for grid capacity.Samsung and Kairos Power to build nuclear reactor for Googleenergy specialistDedicating nuclear capacity to data centers is a new kind of supply model that grid planning must also take into account.engineerManufacturing and construction work tied to modular reactors will create demand for new skills.Schneider Electric raises power supply for AI data centers to a new levelengineerIn AI data center power design, it is worth comparing the new Schneider solutions with current reference designs.supplierSuppliers of electrical components can expect requirements aligned with the ecosystems of the large manufacturers.Schneider: warmer coolant could make AI data centers more water-hungryengineerRaising the cooling temperature can save energy, but the trade-off between water and energy use has to be accounted for at the design stage.energy specialistThe cooling strategy affects a data center's electricity and water consumption alike, so both have to be optimized together.Anthropic is anchor tenant for a Queensland data centre that would use a quarter of the state's powerenergy specialistA single load of this size would require a comprehensive reassessment of regional grid and generation capacity.supplierIf built, the project could bring substantial construction and energy infrastructure orders, but the decision remains open.Huawei presents grid-interactive AI data centre built around tokens per wattenergy specialistGrid-interactive data centres can provide flexibility services, which should be built into grid plans.engineerEnergy efficiency metrics such as tokens per watt are becoming new considerations in system design.AWS launches agentic grid planning program to speed up interconnection studiesenergy specialistAI-assisted interconnection studies could shorten permitting lead times, so it is worth assessing which processes can be automated.engineerAgent-based support for grid planning workflows brings new software and data-quality requirements.Brookhaven Lab to lead $14 million AI project to modernize US electric grid under Genesis Missionenergy specialistResults of the grid AI research may later appear in operational tools, so the project is worth following.engineerThe research points toward grid modeling and data-driven planning.Nvidia, Google and Emerald AI form alliance for flexible data center power useenergy specialistA data center that responds to grid conditions and shifts its load represents a new connection and operating model, which should be built into capacity planning.engineerThe need for flexible consumption should already be taken into account when scheduling computing and cooling loads.supplierDemand is expected to grow for power-supply and control solutions that support grid-friendly operation.US House passes bill on data center grid costsenergy specialistA change in how grid-upgrade costs are allocated points to changes in data center connection fees and planning procedures.plant managerIndustrial consumers need to watch how electricity charges and the allocation of grid costs develop.New York data centre moratorium sparks debate as Ontario and British Columbia municipalities weigh AI data centresenergy specialistLocal moratoriums and permitting disputes make the timing of data centre grid connection requests less predictable.supplierDelays or halts to projects affect orders for construction and equipment supply.Cutting AI data centres' energy use: supercapacitors, cooling and in-house chipsengineerEnergy storage, cooling and in-house chip solutions add a new consideration to data centre design.supplierThe opening of the supercapacitor market creates new opportunities for component makers.FERC: US power grid still lags behind data center demandenergy specialistDelays in grid upgrades make it necessary to reassess connection plans and deadlines.plant managerWhen planning a new high-demand site or expansion, the time needed for grid connection must be factored in.Nuclear power for AI: Alphabet investment, small modular reactors and a construction testenergy specialistBecause nuclear projects have long lead times, data center demand will have to be bridged with other sources in the short term.supplierModular reactor and data center projects could open new long-term supplier positions.Data center power demand: uncertain forecasts and the risk of an AI slowdownenergy specialistGiven uncertain demand forecasts, capacity expansion decisions need to be backed by scenarios.supplierVolatility in data center orders warrants caution in capacity and inventory planning.Who pays for AI's power demand: utilities, consumers and data centers clashenergy specialistHow cost-sharing rules develop will shape the design of tariffs and large-customer contracts.plant managerThe make-up of industrial electricity charges may change if the allocation of data center costs is reshuffled.Scotland halts approvals of giant AI data centres as petition against expansion launched in Sloughenergy specialistTighter UK permitting makes connection planning for power- and water-intensive projects less certain.supplierSuppliers should expect delays to UK orders tied to data centre construction projects.AI data centres turn to 'forever chemicals' for cooling, driving a PFAS boomengineerCooling system design must weigh water savings against PFAS regulatory risk.supplierPFAS-based coolants may carry regulatory and reputational risk.US data centers could burn more natural gas than many countriesenergy specialistThe spread of gas-fired on-site generation brings new permitting and community-acceptance risks.plant managerThe data center wave that is raising gas demand may affect energy prices.Regional grid strains: Northwest, Iowa and California wildfire riskenergy specialistIn regional grid development plans, wildfire risk is a planning factor alongside data center demand.plant managerGrid bottlenecks affect the siting of new plants differently from region to region.AI data centres' water and power demand: upstream water use, Johor and Indiaenergy specialistWater demand also shows up in power generation, so capacity planning should assess water risk too.engineerWhen choosing cooling solutions, the trade-off between water and electricity use should be quantified.AI energy management tools for large consumers and data centersenergy specialistAt large-load sites, AI-based load management tools can help manage peak charges and grid constraints.plant managerAutomating energy management is a cost-cutting opportunity in power-intensive plants.Zach Dell bets on battery fleet and new generation models to ease AI power crunchenergy specialistStorage and flexibility solutions offer quick capacity additions despite grid constraints.SME ownerThe energy storage and flexibility market may open new service opportunities for smaller energy businesses.India: data centre boom drives renewable energy, nuclear law opens new opportunitiesenergy specialistRising data centre demand in India is driving expansion of renewable generation and nuclear projects.supplierIndia's renewable and nuclear expansion offers opportunities for equipment and services exports.UAE revises 5-gigawatt AI data center plan after Iranian attackssupplierRevising the plan because of the security situation could affect the pace and risk premiums of equipment deliveries to the region.UK government calls AI a fundamental part of the energy grid as US launches grid AI projectenergy specialistProfessional comments can be submitted to the UK evidence call, and the US project signals the research direction for grid-management AI.Nuvve launches AI-powered forecasting platform to optimize battery value and grid resilienceenergy specialistFor battery storage operations, the forecasting tool can be compared against in-house dispatch methods.Grid connection becomes the key condition for AI data centres worldwideenergy specialistBecause of the new connection order and rules for large loads, grid development and connection plans must be aligned with readiness criteria.plant managerIndustrial plants' grid connection and capacity needs compete with those of data centres, so it is worth discussing expansion early in the connection process.SME ownerGrid scarcity and premiums raise electricity price and capacity risk, so long-term energy procurement is worth reviewing.Tech giants say new cooling systems could cut AI data centres' water useengineerWater-saving cooling has become a design consideration, and local water-resource data influence site selection.supplierFor cooling-technology suppliers, water-use metrics may become a bid requirement.US data centre electricity demand could reach 580 terawatt-hours by 2028energy specialistThe Texas demand freeze and the 580 TWh trajectory call for a reassessment of load forecasts and capacity plans.supplierBased on project trackers, the location and timing of large US data centre projects are worth watching when planning deliveries of electrical equipment and building materials.On-site power for AI data centres: hydrogen co-firing, an off-grid startup, industrial boilersenergy specialistOff-grid and co-firing solutions are new alternatives for powering data centres; according to AES, their emissions depend on the implementation.engineerReusing industrial boilers and steam turbines applies existing power plant know-how to a new data centre use.Solid-state transformers could power AI data centres as Hyosung targets the US marketengineerHigher rack density changes the design considerations for medium-voltage distribution and solid-state transformer architectures in data centres.supplierFor transformer and power distribution manufacturers, SSTs mean new product competition in the data centre segment.South Korea's power demand surges on AI as energy R&D budget rises 48%energy specialistKorean R&D funding and the nuclear expansion plan show where generation serving large data centre loads is heading.Thailand suspends 49 data centre projects pending regulatory reviewsupplierSuspended projects may delay equipment deliveries, so delivery deadlines and payment terms on Thai orders will need to be renegotiated.Asia-Pacific data centre capacity could double on AI demand as Hong Kong and Australia expandenergy specialistDoubling capacity and rising cooling loads in the region call for a rapid review of power contracts and grid plans.Crusoe and Aalo target a 50 MWe reactor pod for AI data centres, with a 10 MWe demo in Idaho in 2027energy specialistThe 2027 Idaho demo may be the first real reference point for planning modular reactor supply.Hungarian press: AI data centres force a rethink of power supply, with demand possibly many times higherenergy specialistWhen planning data centre connection requests, grid capacity and self-supply solutions must be handled together.plant managerData centre power demand competes with industrial connections, so it is worth notifying the grid of your own capacity expansion in good time.AI changes energy storage: battery power trading and Form Energyenergy specialistAI-based storage optimisation is a new revenue source, and operating and trading software is worth piloting.plant managerOn-site storage can also be a tool for managing an industrial site's peak load.SME ownerThe entry barrier to selling battery power falls thanks to AI tools, and payback should be calculated with one's own data.Grid capacity with AI: Gridsight raises $26 million, Brookhaven leads $14 million projectenergy specialistImproving utilisation of the existing grid with AI is a faster alternative to building new lines, and the tools are worth assessing.plant managerBetter capacity management can mean faster industrial connection.Data centre water and power demand: Pacific Institute analysis and new approaches to coolingenergy specialistCooling water demand is a main question in the permitting process, and choosing the cooling solution is also a matter of capacity.engineerWater- and energy-efficient cooling solutions, such as alternative siting, should be compared in the design phase.
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AI data centres' power demand is redrawing the grid: capacity wall, flexibility and build paceenergy specialistGrid expansion takes years, so flexible load and load management borrowed from Bitcoin miners are the short-term tools.plant managerIndustrial power supply and data centre demand compete for the same capacity, so it is worth filing your own connection application early.supplierFor transformer, switchgear and generator makers, demand is set by the grid constraint.Texas grid strained by "ghost demand" as AI data centre power requests balloon on paperenergy specialistIn grid planning, the gap between announced demand and actual connection should be modelled separately.plant managerInflated demand requests can slow industrial connection queues, so your own application should be documented.supplierBecause of demand uncertainty, supplier capacity expansion should be tied to projects that are actually being built.New York orders one-year moratorium on construction of large data centressupplierDelays to New York data centre projects pose an order-volume risk for cooling, power and construction suppliers as well.energy specialistThe moratorium may temporarily ease New York's grid connection queue, but the regulatory precedent will also affect other states.plant managerGiven the regulatory risk, it is worth reconsidering site selection if a related data centre investment is also planned.Small modular reactors for data centres: construction permits, high costs and slipping timelinesenergy specialistSMRs will not solve the data centre power shortfall in the short term, so planning should also count on gas and the grid.supplierPermitting progress on reactor programmes determines the realistic order timing for nuclear components.Data centre demand spreads across Europe as local opposition grows and the EU hedges its betsenergy specialistZoning, permitting and grid-connection procedures have become the bottleneck, so separate project time should be planned for them.plant managerEurope's data centre expansion competes with industrial demand for electricity and connection capacity.supplierThe spread of the demand map creates cooling, electrical and construction orders at new sites.US to produce more gas for AI power demand as data centres weigh on-site generationenergy specialistFor on-site generation, the generator step-up transformer (GSU) and scheduling are decisive alongside output, fuel, emissions and reliability.supplierTurbine and generator demand is a capacity constraint, and delivery lead times may be long.plant managerOn-site gas supply is also relevant to industrial sites as an alternative to grid delays.800 VDC data centre architecture: solid-state transformers and new power supply solutionsengineer800 VDC and the solid-state transformer bring new design standards and component requirements, which should be built into the specifications of upcoming projects.energy specialistMedium-voltage UPS and DC distribution are changing the connection and protection concept.supplierTransformer and power-supply manufacturers need to plan product development to serve racks with higher power density.Energy communities and automation in focus at the 72nd Vándorgyűlésenergy specialistWhether energy communities can be scheduled depends on measurement and control data, so setting these up is the basis of community planning.engineerDesigning control and measurement systems is a key task in operating energy communities.Wilo: AI data centres need predictive maintenance, while AI also optimises coolingengineerCondition monitoring and predictive maintenance of pumps and cooling systems in AI-load facilities should be built in at the design stage.energy specialistCooling optimisation directly lowers PUE and the electricity bill.Ireland and Australia clash over nuclear power for AI data centersenergy specialistEuropean grid and permitting disputes show that the political risk of nuclear supply should be treated as a separate item alongside operational risk.Nuclear power for AI data centers: NANO Nuclear–Tillman deal, NuScale–TVA talks, army microreactorsenergy specialistWhen planning data center power supply, small modular reactor and microreactor options are worth building into long-term supply plans as a separate scenario.plant managerWhen choosing energy-intensive sites, watch where campuses are emerging that are built on nuclear power and offer locally generated electricity.Studies: AI data centers mean a heavier grid-upgrade burden than previously expectedenergy specialistGrid-upgrade costs and forecasts point to rising connection charges and tariffs, which must be factored into capacity planning.plant managerGrid congestion may also affect industrial consumers' connection and electricity-cost plans.In Europe, land shortages and grid limits push data centres farther from citiesenergy specialistConstruction shifting toward rural and industrial areas creates new grid connection demand.plant managerIndustrial sites compete with data centres for grid capacity.UC San Diego tests $8.48 million system for grid-responsive AI computeenergy specialistExperimental results on grid-friendly data center power supply point to the direction of future connection requirements.engineerCo-designing power electronics and load management requires new competencies.China's green-power target for AI data centres runs into grid constraintsenergy specialistBecause renewable generation and data centre consumption are in different places, grid interconnection is a key element of the project.Former SpaceX engineers seek to revive long-dormant nuclear projectenergy specialistA new, committed power-buyer market could open up for nuclear development, but the timeline for delivery is uncertain.CETIN Hungary uses AI-based network control to cut telecom network energy useenergy specialistFor high-consumption, always-on infrastructure, AI-driven load management promises measurable savings, so the results are worth tracking as a benchmark.CMPak agrees to develop AI-ready Tier-III data center in KarachisupplierDemand for cooling and power-supply equipment may grow in a new Central-South Asian market.Who pays for grid upgrades for AI data centres? From Toronto to regional energy equityenergy specialistHow grid-upgrade costs are shared may shape tariffs and connection conditions.YTL Power to double data center capacity to 2.4 GW by 2032energy specialistThe model of a power generator operating data centers is one possible direction for capacity planning.Paks AI data centre sparks debate over power, cooling water and sovereigntyenergy specialistThe project's grid-connection and cooling-water needs may affect regional capacity, so it is worth following the permitting process.engineerCooling and power-supply design is a topic of professional debate, where Hungarian engineering expertise could be offered.Grid operator PJM would also disconnect data centres in an emergencyenergy specialistA change in the load-shedding order affects the outage risk of industrial consumers.plant managerIt is worth reviewing contracts on interruptible supply.US electricity demand could rise up to 32% by 2030 because of AI data centresenergy specialistGrid capacity and reliability risks call for a longer horizon for connection and capacity planning.plant managerIndustrial power price and grid-connection risks should be factored into investment decisions.Small modular reactors: data centers hope for them, but the technology is unprovenenergy specialistShort-term capacity plans cannot rely on SMRs, because commercial availability is uncertain.supplierThe market for nuclear components offers a long-term but risky opportunity.Authorities restrict data centres: Pennsylvania requires a contract, Texas launches an auditsupplierPermitting and grid-connection delays can push back delivery schedules, so build extended deadlines into contracts.energy specialistGrid-connection requirements may tighten, which also affects capacity planning.Siemens and Reinhausen move to industrial-scale solid-state transformers for data centersengineerThe shift toward 800 VDC power architecture brings new design standards and component requirements.supplierSST and DC distribution may create new demand for circuit and cooling components.energy specialistGrid connection is decided on the medium-voltage side, so SST maturity affects the connection plan.Sunrun to supply Voltus with home battery capacity for AI hyperscaler agreementsenergy specialistDistributed batteries becoming players in the capacity market points toward flexibility services.Custom gas plants for data centres put tech companies' climate pledges at riskenergy specialistThe spread of on-site gas plants pushes planning toward gas supply and emissions regulation.China switches on 12.8 GWh battery cluster in Mongolian steppe, run by AIenergy specialistAI-based control of large storage parks signals a new operating model for grid regulation.Chey Tae-won and Bill Gates discuss nuclear power for AI data centersenergy specialistNuclear partnerships among large industrial groups signal where long-term capacity expansion may head.Polish energy sector faces data-centre challenge as AI demand growsenergy specialistData-centre demand in the region affects grid and energy-supply planning.Scotland's data centre boom: what a moratorium could meanenergy specialistThe possibility of a moratorium makes grid connection requests and timelines in Scotland uncertain.Robots could consume 363 TWh of electricity a year by 2035energy specialistGrowth in the robot fleet is emerging as a new item in planning factory electricity demand.Most power sought for US AI data centres will not materialise, report saysenergy specialistMost grid connection requests do not represent real load, so investment decisions require filtering for serious projects.supplierOf the announced data centre pipeline, capacity is worth reserving only for funded, permitted projects.Thailand tightens data centre rules as AI boom strains power grid; APAC could account for 34% of demand by 2030energy specialistIn Asian markets, regulatory conditions for data centre grid connection are tightening, which affects project timing.Bitcoin miners turn to AI data centres: Riot–Anthropic deal and MARA's moveenergy specialistLeasing mining sites with available power capacity to AI data centres is a new source of demand for megawatts.IEA: data centres used 1.5% of global electricity in 2024, a fifth of planned projects may face delaysenergy specialistFor planned connections in clusters, grid delays must be built into project schedules and capacity planning.supplierA supplier serving data centre projects must account for the risk of project slippage in its order book.Hungary's Paks AI campus: will it drain the water supply, or will a water system finally be built?energy specialistThe Paks AI campus's electricity and water demand is at the heart of regional grid and water-system planning.plant managerNew water-intensive investments compete for local industrial water and energy supply.Nuclear power for AI data centres: financing lags behind dealsenergy specialistDeadlines for SMR-based power supply plans should be set against financing and manufacturing realities, not announcements.supplierAssembly-line production of modular reactors could open a new supply chain in the longer term, but financing of the orders is still uncertain.European AI data centre growth shaped by grid limits and sovereignty concernsenergy specialistIn European grid connection queues, modular and on-site power supply can speed up commissioning.supplierModular power infrastructure is a growing procurement category for European data centre projects.EIA: US power use to hit record highs in 2026 and 2027 as AI use surgesenergy specialistGiven record demand, data centre load must be treated as a separate scenario in generation and grid capacity plans.Data centres as grid participants: national labs work on flexible interconnectionenergy specialistThe flexible connection model promises faster grid connection if the data centre commits to controllable load.engineerData centre load management (controllability) is becoming a design requirement.Onsite power for AI data centres: Texas gas plant and wind-farm siteenergy specialistOnsite generation (gas, paired renewables) has become a realistic option instead of waiting for the grid, bringing new permitting and emissions questions.supplierDemand is growing for onsite power plant and energy supply equipment in data centre projects.AI data centres: equipment failures and grid stability risks from surging power demandenergy specialistWhen connecting large, rapidly fluctuating data centre loads, protection and stability requirements must be checked separately.engineerReliability testing of data centre power equipment must also be sized for rapid load changes.AI may boost oil and gas output more than green energy, reports sayenergy specialistThe energy impact of AI appears not only in data center consumption but also in the optimization of fossil fuel production.AI projects aim to strengthen US power grids, from rural Alaska to AWS–PNNL workenergy specialistAI research on grids targets resilience, and its results may move into operating practice.ACCIONA Energía uses AI to raise Chile's grid transmission capacity by 60%energy specialistAI-based increases in transmission capacity can improve grid utilization even without building new lines.SpaceX unveils Starmind satellite network to bring AI compute to space with Nvidia Rubin GPUsenergy specialistSpace-based computing aims to bypass terrestrial grid constraints, but its practical impact is not yet visible.Firebird opens region's largest AI factory in Armenia with US export licenceenergy specialistBecause of the export licence for the GPUs used, capacity expansion is also constrained by regulatory conditions.Musk says AI needs more power than the grid can handleenergy specialistThe claim rests on strain in grid connections and on-site generation, so capacity figures are worth checking against your own numbers.AI expansion threatens to overload the Philippines' power gridenergy specialistIn developing markets, grid capacity limits data center development.European grid bottlenecks are stranding billions in AI data center capitalenergy specialistBecause connection capacity is scarce, grid access must be secured at the start of an investment.US grids given 60 days to fix power supply for AI data centresenergy specialistThe short deadline suggests a rapid overhaul of connection and capacity-allocation procedures.SpaceX increased Tesla Megapack purchases in the second quarter to power its AI data centersenergy specialistBattery storage is playing a growing role in managing data centers' load peaks.SKY47 and ZTE launch AI-ready data centre in Islamabadenergy specialistFor AI data centres in developing markets, local power supply is the decisive factor.Texas halts data centre grid connections as Nvidia and Amazon invest in power supplyenergy specialistConnection queues and investment in on-site generation point to new rules for allocating grid capacity.supplierProjects that need their own generation and storage are worth bidding for.engineerDesigning solutions that do not depend on a grid connection, such as local generation and storage, becomes more valuable.NNSA and Amentum advance 1-gigawatt AI data center at Savannah River Siteenergy specialistA gigawatt-scale project requires a high-capacity grid connection and local generation.Norway halts new grid connections over AI data centers' energy demandenergy specialistThe Norwegian move signals tighter regulation of grid connections.ParTec publicly presents concept for AI data centre near Paksenergy specialistThe Paks data centre concept implies a new large consumer that can be planned for, so grid connection and cooling-water needs are worth discussing early.supplierSuppliers of cooling, electrical equipment and construction should signal their capacity to the project's participants.engineerWater demand is a key design question: a study linked to the concept estimates about 11.4 million litres a day of evaporated water for a 300 MW site.AI data centers drive gas power plant builds, with Amazon, Chevron and Williams in the queueenergy specialistWith gas turbine demand rising, delivery times and local gas supply may become bottlenecks.supplierLasting demand is expected for turbines, pipelines and electrical components.Idaho National Laboratory backs small-reactor projects for AI data centersenergy specialistSmall-reactor power supply for data centers has entered a pilot phase, but no commercial timetable has been set.engineerIntegrating nuclear power with data centers brings new design tasks, such as heat removal and grid connection.EU AI gigafactories: Denmark joins as bidding opens for seven sitesengineerThe gigafactories' power, redundancy and cooling requirements translate into design specifications.supplierThe construction and equipment supply chain opens up in the building phase.Colorado River data center seeks 260 million gallons of water in drought zone; federal rules lackingengineerIn cooling designs, water use becomes a permitting risk, so dry or closed-loop cooling alternatives are worth planning for.energy specialistWater and power demand together shape site selection.AI data centers push up US electricity prices; who pays is unclearplant managerRising electricity prices may also affect industrial power contracts, so renegotiating fixed pricing is worth considering.energy specialistCost-allocation rules influence tariff planning.