“AI SEO” has become a phrase that means two entirely different things, and conflating them causes real strategic mistakes. There is AI as a production tool, meaning the models you use to research, draft, and analyse faster. And there is AI as a discovery surface, meaning ChatGPT, Gemini, Perplexity, and Google’s AI systems deciding which stores to recommend. Part One: AI As A Production Tool Where it genuinely helps Catalogue-scale analysis. Classifying thousands of products, identifying gaps in attribute data, spotting inconsistent naming conventions, and clustering keywords at a scale that would otherwise be prohibitive.