It has already been a couple of years since the mainstream breakthrough of large language models and generative AI. Many medium to large-sized companies have already acquired some practical experience in implementing AI platforms and solutions. AI products are becoming more mature, and the understanding of AI’s running costs has vastly improved. Therefore, there are higher expectations than ever for tangible and measurable business value from AI.