Leveraging artificial intelligence toward achieving business impact requires a strategic approach to scaling. Organizations must carefully consider the complexities of scaling AI systems to ensure robust performance and measurable results. , Initially, a clear understanding of business objectives is vital. AI initiatives should be integrated with