Global AI eats 4.3GW, and it will triple by 2028

Author: EIS Release Date: Nov 1, 2023


AI represents 4.3GW of power demand today, according to an estimate by Schneider Electric, growing at a CAGR between 26 and 36%, to reach 13.5 to 20GW by 2028.
 
Schneider electric global AI power report
4.3GW is about as much as Denmark consumes*.
 
“This growth is two to three times that of overall data center power demand CAGR of 11%,” according to the company. “One key insight is that inference loads will increase over time as more newly trained models are transitioned to production. Actual energy demand will heavily depend on technology factors including successive generations of servers, more efficient instruction sets, improved chip performance and continued AI research.”
 
 
Schneider Electric
estimates Year 2023 Year 2028
Total data center
workload 54GW 90GW
AI workload 4.3GW 13.5-20GW
AI compared
with total) 8% 15-20%
training vs
inference
workload 20% training
80% inference 15% training
85% inference
central vs
edge
workload 95% central
5% edge 50% central
50% edge
The figures in the table come from a report in which Schneider explains relevant attributes and trends of AI workloads, and predicts resulting data center challenges.
 
 
“Guidance to address these challenges is provided for each physical infrastructure category including power, cooling, racks, and software management,” it said.
 
The report, ‘AI disruption: Challenges and guidance for data center design‘ can be downloaded without payment