Query augmentation VS AI query fan out (James Dooley Interviews Luis Salazar Jurado)

James Dooley Hi, today I’m joined with Luis Salazar Jurado. Today’s topic is query augmentation versus AI query fan out, what the differences are, whether it is the same thing, and why there is so much buzz around query fan out. It is a pleasure to have you. Can you start by explaining what query augmentation is? Luis Salazar Jurado First of all, thank you for having me. I really admire your effort in trying to pronounce my name. Regarding query augmentation, for those who want to expand more, they can search on Google and read one of the early articles Bill Slawski wrote years ago about query recommendation. In a nutshell, once Google relates a query to your brand or site, it starts identifying related terms. When Google trusts you enough, it gives you more and more related terms to rank for. That trust is key. A brief definition is ranking for more terms related to a core term. James Dooley And what about query fan out? Is that different or is it the same thing? Luis Salazar Jurado It is the same thing. It is just a newer, fancier marketing term. The core principle is identical. You rank for one term and then expand to related terms. You may hear terms like query networks, query augmentation, or query fan out. They all describe the same underlying process. James Dooley I want to dive deeper into the semantic side. With query augmentation, you said trust allows you to rank for more keywords over time. How does that trust work within Google, and how does that compare to query fan out in AI, which does not rely on PageRank in the same way? Luis Salazar Jurado Let’s assume you have a brand, and related searches start forming around that brand. If Google does not trust you or does not think you are a real brand, it will not give you more traffic. Trust is built through historical data such as brand searches, user clicks, and engagement. For example, we are launching a marketing strategy for an online jewellery company. We are driving users to search for brand plus product through paid ads, SEO, email marketing, and social media. This creates brand search demand that Google records. Over time, that demand allows expansion into more augmented terms like brand plus bracelet for women, and so on. That is query augmentation in action. James Dooley Would you ever reverse that structure and push product plus brand instead of brand plus product, so your brand appears when users are not initially searching for it? Luis Salazar Jurado Yes, absolutely. That is tokenisation. You place the brand before, after, and in the middle of related terms. You can trigger these queries through paid search, SEO, email, or social media. The key is combining what you want users to search for with how users actually search. When those align, it becomes very powerful. James Dooley So once you build trust and branded searches, Google expands query augmentation and you rank for more variations and longer tail terms. Is that correct? Luis Salazar Jurado That is exactly right. For one brand we manage, they receive hundreds of brand clicks per day. We then expand into brand plus category, brand plus product, and brand plus new collections. Each new launch augments the overall set of terms the brand ranks for. James Dooley For someone less advanced in semantic SEO, how do they expand query augmentation or fan out to cover all attributes and facets of a topic? Does the content still need to exist on the page with structured headings? Luis Salazar Jurado Yes, absolutely. This is where statistical linguistics and distributional semantics come in. If you want to rank for a term but only mention it on one page out of a hundred, your probability of ranking is very low. If 20 percent of your site covers that topic, your chances increase significantly. Distributional semantics is about how many attributes and predicates you cover across the site. If information is isolated on one page, Google has little reason to trust you. You need content distributed across the site to stand out. James Dooley What happens if you add hundreds of pages but only a small proportion relate to that topic? Does topic dilution become an issue? Luis Salazar Jurado Yes, exactly. You dilute the topical strength of the site. You have to balance topics and subtopics carefully. In the past, putting a keyword in a URL or title was enough. That no longer moves the needle. SEO has changed and now requires depth and proportional coverage. James Dooley Moving on to AI query fan out, is this actually new or just an old concept shown in a new interface? Luis Salazar Jurado The core principles are the same. The difference is the interface, such as AI Overviews. You are feeding a different bot, but the organisation of information is similar. We have tested changing images and page sections to see how AI extracts summaries. At the end of the day, you are feeding a bot to answer a question. You study the results, see how information is extracted, and structure your content accordingly using tables, lists, or other formats. James Dooley For people who do not know how to structure content like this, what should their next steps be? Is this something you offer as a service? Luis Salazar Jurado Yes, absolutely. Ideally, the brand already has some search demand, around 200 to 300 searches per month or more. We audit brand strength, brand search demand, and ranking goals. We then analyse how much content already exists around the topic. If the proportion is too small, ranking will be difficult. We balance content, define the right entities, research their attributes, and build a semantic content network to support those terms. James Dooley That semantic content network is like an architectural blueprint before building a house. Without it, you risk building in the wrong place. Especially now with query augmentation and fan out, structure matters more than ever. If someone wants to contact you or follow your work, how can they do that? Luis Salazar Jurado They can find me at seotechnico.com, subscribe to my daily semantic SEO newsletter, or find me on LinkedIn by searching my name, Luis Salazar Jurado. James Dooley I hope you enjoyed this discussion on query augmentation and query fan out. While query fan out is a popular buzzword in AI, these concepts have existed for many years under different names. If you have questions or want us to expand on anything, leave a comment. Thanks for watching.