For years, URL structure was a technical SEO checkbox . Keep it short, use hyphens, include the keyword, done. While that playbook still works, it’s increasingly incomplete. A growing share of the target audience now discovers content through AI assistants and large language models like ChatGPT, Perplexity, Claude, Google’s AI Overviews, and more. These systems retrieve and synthesize information differently from traditional search crawlers, and if your URL architecture isn’t built with that in mind, you are increasing your chances of not being cited by LLMs. In the new age of search, we need to extend those SEO fundamentals to also align with AI bots and how they crawl URLs. Why AI Systems Read URLs Differently Search engines have spent decades developing sophisticated crawling and indexing infrastructure. They follow redirects, resolve canonicals, parse JavaScript (sometimes…) , and can infer context from a page when the URL is a string of random characters.…