The short answer
Nothing about AI search removes the need for a site that loads fast, is easy to crawl, and has a clean information structure. What's changed is the destination: instead of optimizing purely to rank a link, you're also optimizing to be the source an AI model quotes or recommends. It's an addition to SEO, not a swap.