Issue 5
Viewpoint
energy · United States
AI data centres' power demand is redrawing the grid: capacity wall, flexibility and build pace
Several analyses in early September argue that AI is increasing power demand faster than the grid can expand. Cloud providers are struggling with power limits, and according to Greg Abel of Berkshire, data centre power demand is both a major constraint and an opportunity.
Who is affected and how
- energy specialist
- Grid expansion takes years, so flexible load and load management borrowed from Bitcoin miners are the short-term tools.
- plant manager
- Industrial power supply and data centre demand compete for the same capacity, so it is worth filing your own connection application early.
- supplier
- For transformer, switchgear and generator makers, demand is set by the grid constraint.
energy · United States
Texas grid strained by "ghost demand" as AI data centre power requests balloon on paper
On paper, power demand in Texas is growing at an impressive pace because of AI data centres, but according to Data Center Frontier, ERCOT has measured how many megawatts actually materialise. Grid…
energy 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.data centre · United StatesNew York orders one-year moratorium on construction of large data centres
According to HINO9, Governor Kathy Hochul has imposed a one-year moratorium on the construction of large data centres by executive order, making New York the first US state to do so. The moratorium…
supplierDelays 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.robotics · United StatesCaterpillar and FieldAI collaborate on industrial robotics and AI technology
Caterpillar has announced a collaboration with FieldAI on industrial robotics and AI technology development. The company says it chose FieldAI because the technology can be deployed in complex…
plant managerNew AI-based solutions may emerge in environments that push the limits of conventional automation, so a pilot is worth planning.engineerThe integration and safety requirements of AI robotics tailored to dynamic environments should be assessed early.skilled workerIn heavy industrial settings, machine operation and supervision may move closer to autonomous systems.energy · globalSmall modular reactors for data centres: construction permits, high costs and slipping timelines
According to a Nature report, Fortune and other analyses, data centres are increasingly looking to small modular reactors (SMRs) as a reliable, low-carbon power source, and Google has signed a deal…
energy 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.Hungary
factoryNew automated industrial facility to start operating in Debrecen, with CATL and Inpark in the reportsplant managerThe automated plant and the automated warehouse create new supplier and logistics needs, which should be set against your own capacity plan.engineerAutomation, maintenance and integration work will appear locally, so skills should be aligned with the project language and requirements.skilled workerAutomated environments will create demand for machine operator, maintenance and supervisory profiles, so training needs should be assessed in advance.supplierThe Debrecen plant and warehouse open up a new customer base, and quality and delivery requirements should be clarified before bidding.logistics specialistThe operation of the automated warehouse brings new processes and handover points to regional transport.factoryEurope's first humanoid robot factory opens in Serbia as LG partners with Nvidia and Palantirplant managerHumanoid robot production emerging in the region could become both a nearby supplier and a competitor for labour.supplierThe demand of humanoid robots for components and integration is a regional supplier opportunity.engineerDemand for robotics and AI manufacturing expertise is growing in the region, which also acts as a draw for talent.factorySamsung's Göd battery plant shows its operations to the public in a rare exceptionplant managerPublic perception of domestic battery manufacturing is changing, so your own plant should also prepare its environmental and safety communication.supplierThe Göd plant's more open communication suggests that expectations for supplier compliance and environmental data may rise.energy specialistThe energy and environmental burden of battery plants remains at the centre of public debate.roboticsAI Summit and AI4Factory: AI arrives in factories, and a Hungarian-developed robotic hand makes its debutplant managerThe conference offers a chance to assess Hungarian industrial AI and robotics opportunities first-hand, so it is worth sending the technical manager.engineerDomestic robotic hand development could mean Hungarian partners and integration opportunities.SME ownerThese events offer an entry point to robotics and AI suppliers before any investment decision is made.caseCzech robots, AI and a smart car to feature at Brno engineering fair as NCP4.0 and partners exhibitplant managerThe Central European engineering fair offers a chance to compare robotics and AI suppliers side by side.SME ownerPartner networks such as NCP4.0 can serve as entry points for automation pilots.surveyHungary's digital lag: the technology is available, but the mindset is outdatedplant managerData management and automation maturity should be assessed before technology procurement.SME ownerThe mindset lag can be solved from within; the first step is to organise data and map processes.caseHungary signs up to new AI alliance formed in PragueSME ownerThe alliance could bring funding and cooperation opportunities, so it is worth following the details of Hungarian participation.factoryBMW and University of Zagreb use AI to speed up battery cell production developmentengineerPredictive parameter setting is a practical example of how to cut setup times in battery manufacturing.plant managerThe university–manufacturer cooperation offers a model of research partnership available in the region.investmentRomania launches RO AI FactorySME ownerThe regional AI factory initiative may offer access to computing capacity and expertise; its terms are worth following.
More key stories of the week
data centre · European Union
Data centre demand spreads across Europe as local opposition grows and the EU hedges its bets
The McKinsey Data Center Demand Index shows data centre demand growing across a wider geographic area through 2030, while another report says AI will double data centres' electricity consumption…
energy 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.energy · United StatesAI changes energy storage: battery power trading and Form Energy
AI is driving the biggest shift in stationary battery applications in decades. Another report says almost anyone can make money selling electricity with AI and batteries, and Form Energy is the…
energy 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.case · United StatesLocal opposition to data centres grows in the US: a dispute over water, power and bills
In South Dakota, candidates for utility regulator clashed over a pause on AI data centres, and Arizona's attorney general called for a halt to new AI data centres because of water and power…
energy specialistPublic opposition turns the sharing of power and water costs into a political issue, which affects connection permits.plant managerIndustry needs the same grid and water capacity, so local disputes may affect your own expansion too.supplierPermitting risk for data centre projects shows up as project delays in the supplier's capacity plan.robotics · United StatesSam Altman says OpenAI will build humanoid robots, a challenge to Tesla's Optimus
Sam Altman has confirmed that OpenAI will build humanoid robots, moving beyond software. According to reports, Tesla began producing Optimus at its Fremont factory around August.
plant managerAs more humanoid players emerge, purchasing options and prices will shift, so pilot planning should not be put off.engineerCompetition among humanoid platforms is accelerating changes in software and hardware architectures, so integration standards need watching.energy · United StatesUS to produce more gas for AI power demand as data centres weigh on-site generation
More natural gas is coming onto the US market to supply AI data centres, setting off multibillion-dollar deals. An analysis by J&J Transformers compares gas turbines, reciprocating engines and…
energy 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.energy · United StatesGrid capacity with AI: Gridsight raises $26 million, Brookhaven leads $14 million project
Gridsight has raised $26 million to help utilities unlock grid capacity with AI. Brookhaven National Laboratory is leading a $14 million AI project for the US electric grid.
energy 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.survey · globalSurveys: most manufacturers are still testing physical AI, and adoption is slower than expected
A TCS survey finds that most manufacturers are still at the testing stage of physical AI. TechRadar says industrial AI is being adopted faster than it works, while DirectIndustry asks whether…
plant managerThe gap between pilots and scalable production should be addressed before investing, and success criteria set in advance.engineerFactories' data and integration readiness is the most common bottleneck.data centre · global800 VDC data centre architecture: solid-state transformers and new power supply solutions
Schneider Electric has published an analysis of 800 VDC architecture for AI data centres, while Siemens is working with Reinhausen on a solid-state transformer. Meanwhile, GE Vernova has presented a…
engineer800 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.factory · United StatesGE Appliances plant stays competitive with AI agents and robots, with 800 AI agents at work
According to NPR, at the Roper plant in Georgia, owned by GE Appliances, autonomous vehicles carry parts to assembly lines and robots do the assembly. Another report says 800 AI agents now run the…
plant managerAlongside robotised materials handling and assembly, AI agents are taking over operational decisions, so decision authority should be defined in advance.skilled workerTasks are being redistributed among people, robots and AI agents, and training needs to be adjusted accordingly.logistics specialistAutonomous vehicles are taking over in-plant materials supply.survey · globalSpecialized physical AI captures the value in an $18 billion market, with returns in warehouses and hospitals
According to Arthur D. Little's Blue Shift analysis, humanoids dominate the headlines but the value lies in specialized physical AI, in an $18 billion market. IDC data indicates that returns are…
plant managerWhen investing, specialized, task-specific systems may deliver better returns than humanoids.logistics specialistWarehouse applications are the best-proven entry point for physical AI.SME ownerAssessing physical AI at the system level rather than by robot category helps avoid misguided investments.case · globalEnergy firms face AI-enhanced cyber attacks as they connect more systems
Energy companies face AI-enhanced cyber attacks as they connect more systems. According to the report, expanding connections increases the attack surface.
energy specialistOT network segmentation and attack detection should be strengthened before systems are connected.engineerA cybersecurity review should be treated as a mandatory step when introducing new connections.investment · AsiaTSMC fab equipment demand nearly doubles in six months, pushing 2026 capex toward $64 billion
According to Tom's Hardware, TSMC's demand for chipmaking equipment has nearly doubled in six months, and the AI surge is pushing 2026 capital spending toward $64 billion. Suppliers are struggling…
supplierDemand for semiconductor manufacturing equipment and components, and the resulting bottlenecks, show up in lead times, so capacity plans should be adjusted accordingly.plant managerBecause of chip and equipment shortages, orders for long-lead-time equipment need to be planned in advance.In brief
investmentLidl owner Schwarz Group to invest up to €5.6 billion in a data centre in northern GermanysupplierA build of this scale offers electrical, cooling and construction suppliers in the region a long-term order pipeline.energy specialistGrid-connection demand in northern Germany also puts a load on the regional grid.roboticsAgricultural robotics and AI: from China's grain heartland to Carbon Robotics and Bonsai RoboticsSME ownerThe business model of agricultural robotics (fleet, service) can be an alternative to large machinery investments.engineerAdvances in vision-based autonomy also offer a template for automating off-road machinery.supply chainLogistics software becomes an AI control layer: SCM orchestration, dynamic supply chains, Shipsy Brainlogistics specialistFor automated processes, the line of responsibility between the system and the human must be defined.SME ownerAI models tailored to logistics are also available as a service and can be used to link planning and execution.data centreData 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.automationUtilities NextEra and Santee Cooper move legacy systems to Google AIenergy specialistModernising legacy systems with AI requires data and cybersecurity preparation.engineerThe switch brings integration tasks for utilities' engineering teams.roboticsAgile Robots brings physical AI to factories and collects robot training dataplant managerFactory deployment of physical AI platforms can be organised with integration partners, so it is worth assessing the providers available.engineerCollecting and managing training data is one of the key tasks in robotics projects.factoryFirst AI-powered vehicle plant in the region opens in Abu Dhabi as ROX starts 'Made in the Emirates' productionsupplierA new vehicle manufacturing hub creates new opportunities for component and system suppliers in the region.plant managerThe AI-driven vehicle manufacturing model is a reference point for one's own automation plans.energyHungarian 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.automationDubai's DEWA adds AI and X-ray inspection to improve power grid reliabilityenergy specialistAsset diagnostics can be supplemented with AI and imaging, a new pattern for operational inspection.engineerCombining X-ray inspection with AI analysis is an example of how grid assets are assessed for condition.automationAI agents in logistics: Dachser guidance, agents in a colleague role, Rewe builds on Camundalogistics specialistDeploying agents requires a controlled, supervised process, and exception-handling rules must be set in advance.SME ownerSteps for turning an AI strategy into a logistics advantage: map processes, organise data, run a small pilot.automationSingapore's PUB awards S$4 million AI maintenance contract to Groundup.aiengineerCommissioning AI-based maintenance for a utility offers a template for tendering industrial predictive maintenance projects.energy specialistSimilar systems can also be applied to utility infrastructure.roboticsChina's state buyers spent $230 million on humanoids in six months; robots work at about 20% of human speedplant managerPerformance still lags humans, so pilots should be limited to narrow, easily measured tasks.engineerMass internal deployment of Chinese humanoids will quickly generate data on what works and what does not.investmentChinese chipmakers expand: Hua Hong invests $2 billion, CXMT starts HBM3E trial productionsupplierChinese capacity expansion could shape supply and prices in the global chip and memory market.plant managerSemiconductor supply sources should be diversified if AI demand tightens supply.surveyAI reliance in supply chains creates new insurance risks; annual logistics trends study publishedlogistics specialistCheckpoints for AI decisions and responsibility for faulty decisions must be defined.SME ownerInsurance coverage should be reviewed if operations depend on AI systems.investmentAI data centre investment could reach $7 trillion by 2030, PwC sees multiples of that by 2050supplierThe infrastructure investment wave signals long-term demand for electrical, cooling and construction products, and capacity expansion should be aligned with it.roboticsNissan's AI-powered factory robots can haul 4,000 pounds and call each other for backupplant managerCollaborating robot fleets able to move heavy loads could replace forklift transport in car-plant materials handling.logistics specialistCoordination between robots requires new internal logistics processes and safety rules.supply chainEurope's AI ambitions collide with a fragile chip supply chainsupplierGiven the risk in Europe's chip supply, alternative sources and inventory strategy should be reviewed.plant managerFor chip-dependent products, the procurement chain and lead times should be treated as risks.supply chainAI and critical materials are shaping battery supply chainssupplierRaw-material traceability and risk management are a competitive advantage in the battery supply chain.logistics specialistTransporting battery raw materials requires more precise data and risk management.roboticsFully automated excavators deployed on construction sites; Skild AI unveils S1 robot foundation modelengineerFoundation-model-based robot control and machine fleet coordination are a new integration task.SME ownerAutomated earthmoving machines may change contractors' capacity and cost calculations.automationIFS: agentic digital workers fill workforce capacity gap in aerospace and defenceplant managerSkills shortages in office and planning tasks can be bridged with AI agents, provided the tasks are assigned in advance.automationHUMAIN and Applied Intuition to deploy thousands of autonomous trucks across Saudi logistics networklogistics specialistA national-level autonomous freight network points to the future direction of road transport models, so operating experience is worth following.supplierAutonomous truck fleets will create demand for vehicle software and sensors.surveyFactory activity rebounds in August as AI demand fuels Asian expansionsupplierStronger Asian demand tied to the AI supply chain is a reason to update order and delivery plans.logistics specialistRising production may signal larger shipping volumes on Asian routes.