The global Edge AI Software Market is expected to reach USD 4120.3 million by 2030, with a CAGR of 28.0%. The rising adoption of IoT devices and the need for real-time processing and analysis of data has led to the growth of the market. However, high initial investments and the need for skilled personnel may hinder smaller enterprises from adopting edge AI. The introduction of visual recognition and neural network pruning is expected to create growth opportunities in the future.