/serp/ - SERP Analysis

just saw this piece on search engine journal about how ai models are basically guessing relationships without proper data structures. it argues that relying on inference is risky because spoilerfirst-party knowledge is muchh more reliable . we need to move toward an explicit infrastructure layer rather than just hoping the crawler gets it right. the integrity graph seems like the missing piece for making sure brands actually show up correctly in ai responses. if we don't start owning our data connections explicitly, we might just disappear from the training sets. does anyone else think this is the next big hurdle for seo?

article: https://www.searchenginejournal.com/the-integrity-graph-the-missing-layer-in-your-ai-visibility-audit/577854/