AI and data center energy impacts workshop

ADI examined where small modular reactors could realistically supply power and steam across refineries, LNG terminals, and large chemical complexes with high baseload demand. The analysis combined asset‑level screening, operator interviews, and comparisons across SMR design classes to test fit against gas‑fired alternatives. Particular attention was paid to siting constraints, operating reliability, and adoption hurdles […]

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 […]

ADI evaluated methanol as a power‑generation fuel by comparing turbine retrofit requirements, fuel handling needs, and emissions performance against diesel and LNG. The analysis relied on levelized cost of electricity models alongside OEM input on combustion performance and operational limitations. Results focused on small‑ to mid‑scale plants where gas access or emissions compliance posed challenges. […]

ADI benchmarked distributed generation technologies using a structured index covering cost, efficiency, emissions, scalability, and regulatory fit. The framework was informed by interviews with utilities, regulators, and technology providers to reflect real‑world deployment constraints. Findings were used to rank options for grid support applications rather than treating distributed generation as a monolithic solution. The client […]

ADI assessed SCR catalyst technologies by comparing plate, honeycomb, and other designs across power and industrial applications. The work combined proprietary datasets with interviews spanning utilities, OEMs, and catalyst suppliers to evaluate performance trade‑offs and competitive positioning. Emphasis was placed on lifecycle cost, replacement cycles, and application‑specific constraints rather than headline capacity alone. The client […]

ADI developed granular process and cost models across coal gasification pathways to understand where hydrogen production costs could be reduced. The work examined gasifier selection, syngas cleanup, CO₂ capture, and integration with power generation to quantify trade‑offs across configurations. Scenarios were ranked to identify pathways suitable for further demonstration rather than incremental optimization. The client […]

ADI evaluated the North American EV and charging infrastructure market using bottom‑up forecasts of vehicle stock, charger deployment, power demand, and capital investment through 2030. The analysis differentiated Level 1, Level 2, and DC fast charging economics, incorporating policy scenarios, utility participation models, and EPC cost structures. Particular attention was paid to fleet charging economics […]