Example Concept: Developers should evaluate the compatibility of AI tools with existing software architectures and ensure that the AI solutions can be integrated without disrupting current workflows. It's crucial to assess the data requirements and ensure compliance with privacy regulations. Additionally, scalability must be considered to handle future growth and increased data loads. Understanding the specific AI capabilities needed, such as natural language processing or predictive analytics, will help in selecting the right tools and frameworks.