## AI Hardware: Efficiency and Costs Take Center Stage A recent analysis highlights how competition in the artificial intelligence hardware market is increasingly influenced by three main factors: system-level design, energy efficiency, and total cost of ownership (TCO). The focus is shifting towards solutions that not only offer high performance but are also able to minimize energy consumption and overall operating costs. This is particularly relevant in scenarios where the implementation of AI solutions occurs on a large scale, making efficiency a priority. Companies in the sector are therefore called upon to develop innovative hardware architectures, capable of balancing computing power and economic sustainability, to meet the needs of a rapidly evolving market.