Generative AI significantly enhances developer productivity, whether starting from scratch or working with existing code. While tools like ChatGPT offer basic support, more advanced solutions like Sapient AI provide tailored assistance, helping developers navigate changes and identify necessary test cases. Despite these advancements, developers still need to invest effort in understanding and implementing modifications in their codebases.