The emergence of Agentic and Generative AI is ushering in a new era for the AI software market, fundamentally reshaping the software universe. Investigate the evolving data foundations that support enterprise AI applications, alongside significant transformations in cloud computing and platforms for business software. As enterprises adapt, they are redefining criteria for evaluating AI and IT software solutions. We will address future directions in AI and IT software research, emphasizing key insights.