How do you decide whether a problem should be solved using AI, generative AI, an agent-based system, traditional programming, or just a simple rule-based approach?

In this question, focus on outlining a clear decision-making framework for selecting the appropriate technology to solve a problem. Start by identifying the nature of the problem and its complexity, considering factors such as data availability, the need for adaptability, and the expected outcomes. Discuss the strengths and weaknesses of each approach—AI, generative AI, agent-based systems, traditional programming, and rule-based methods—highlighting scenarios where each is most effective. Be prepared to provide examples or case studies that illustrate your reasoning and demonstrate your understanding of the trade-offs involved in each choice.