Data centers

Enable growth in data center infrastructure and energy systems

Data centers are becoming one of the largest drivers of infrastructure investment globally, fueled by AI workloads, cloud expansion, and rising digital demand. This growth is reshaping power markets, supply chains, and capital allocation across energy, industrials, and technology sectors.

ADI Analytics helps hyperscalers, data center developers and operators, utilities, industrial companies, and investors navigate this evolving landscape. We provide market intelligence, strategy, and execution support to address power constraints, siting challenges, infrastructure readiness, and supply chain risks.

Data centers

AI-driven growth is reshaping infrastructure demand

Data center expansion is driving unprecedented increases in electricity demand, capital spending, and equipment requirements. Hyperscalers are scaling rapidly, often outpacing the development of power generation, transmission infrastructure, and supporting systems. At the same time, data centers are becoming more power-intensive due to higher rack densities and specialized compute requirements, placing additional strain on already constrained grids and infrastructure.

Infrastructure constraints are redefining development strategy

The pace and scale of data center growth are creating bottlenecks across the value chain. Power availability, interconnection timelines, transmission congestion, and permitting delays are limiting where and how quickly projects can be deployed. Location decisions must now account for a broader set of factors, including grid capacity, water availability, land constraints, and regulatory complexity. This is shifting development toward new regions while increasing the importance of integrated planning between developers, utilities, and infrastructure providers.

Supply chains and execution risks are increasing

Rapid growth is also straining supply chains for critical equipment such as transformers, turbines, generators, switchgear, and cooling systems. Long lead times and manufacturing constraints are extending project timelines and raising capital costs. Labor shortages and EPC capacity constraints are further limiting the ability to execute large-scale, parallel developments, requiring more disciplined capital allocation, sequencing, and project management.

New opportunities are emerging across the value chain

The expansion of data centers is creating opportunities across power generation, transmission, distributed energy solutions, cooling technologies, and specialized materials. Industrials, energy companies, and chemical players are increasingly participating in this ecosystem by supplying power, enabling infrastructure, and developing new technologies tied to thermal management, materials, and system integration. Capturing these opportunities requires a clear understanding of demand growth, technology pathways, regulatory dynamics, and investment risk.

How ADI helps

ADI Analytics supports stakeholders across the data center value chain with consulting and research services that guide strategy, investment, and execution:

  • Market intelligence & demand forecasting including data center capacity outlooks, regional demand assessments, load growth modeling, power price implications, and infrastructure requirements linked to AI and cloud expansion.
  • Siting strategy & location analysis covering site screening, evaluation of power and water availability, transmission constraints, permitting timelines, and comparative assessment of established and emerging data center hubs.
  • Power strategy & grid integration involving evaluation of grid interconnections, behind-the-meter solutions, PPAs, microgrids, and hybrid energy systems to optimize reliability, cost, and speed to power.
  • Supply chain & infrastructure strategy including analysis of equipment bottlenecks, lead times, manufacturing capacity, EPC constraints, and strategies to mitigate execution risk and align capital deployment with realistic timelines.
  • Technology & value chain assessment covering cooling technologies, energy systems, grid-enhancing technologies, and materials requirements, along with evaluation of performance, cost, and scalability across the data center ecosystem.
  • Investment support & commercial due diligence such as opportunity screening, market sizing, competitive benchmarking, and transaction support across power, infrastructure, equipment, and digital assets linked to data center growth.
  • Strategic planning & growth strategy including market entry, portfolio prioritization, partnership strategy, and long-term positioning for companies seeking to capture value in the data center ecosystem.

Industry Experience

AI and data center energy impacts workshop

ADI structured and led a workshop examining how AI‑driven data center growth translates into power demand, infrastructure strain, and planning risk. Insights were synthesized from utilities, hyperscalers, OEMs, and developers to assess demand magnitude, geographic concentration, and timing relative to transmission and permitting constraints. The analysis framed implications for fuel mix, grid investment sequencing, and […]

Data center electricity outlook and pricing

ADI built a bottom‑up view of U.S. data center electricity demand driven by AI workloads, using rack density, GPU power consumption, utilization assumptions, and load growth scenarios. These demand estimates were stress‑tested through interviews with utilities, hyperscalers, and power developers to assess grid constraints and timing mismatches. The work linked physical load growth to regional […]

Building efficiency assessment methodology

ADI developed a vendor‑independent Building Efficiency Assessment Methodology (BEAM) to quantify energy savings, emissions reductions, and retrofit economics across existing building portfolios. The work combined inductive benchmarking from comparable buildings, scenario‑based modeling, and conversion‑rate analysis to move retrofit decisions upstream without costly on‑site audits. Emphasis was placed on translating engineering outputs into CFO‑relevant metrics such […]

Customer Results
It’s very important as a technology developer that you know the odds of success for a particular technology. ADI did a very good job in covering the full gamut of information we needed.
Brian Weeks Director, Gas Technology Institute

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