A common misconception about AI search agents is that they approach search engines the same way an average user would. Sometimes there is an oversimplification in stating that AI agents simply make searches and summarize the results. While that is true to a point, the key to optimizing your website’s content for AI search, while simultaneously protecting and improving traditional search rankings, is understanding where the overlaps and differences are. One of those key differences is query fan-out. While the common line of thought for traditional search engine optimization is to target long-tail keywords (the phrases and modifiers a human adds to their search terms), the key to AI search optimization is to understand the multiple levels of search they are going to do.
What Is Query Fan-Out & How Does AI Do It?
Imagine asking an assistant or a friend to research something for you. Perhaps you need more information about a prospective client or customer, or you are planning a business trip and need advice about things to do while you are there. In either case, the person working with you is likely not going to make a single search and call it a day. They will make searches, visit websites, use what they learned to inform further searches, and continue this process. This would be the best way to ensure their answer is comprehensive. This is how AI query fan-out works. If your original query is “recommend Italian restaurants in Boston,” the AI doesn’t simply make that search and summarize the top results. Instead, it makes dozens of searches with varying keywords and related topics so that it can synthesize and answer, accounting for common related questions. This might mean looking for “best reviewed Italian restaurants” or “Italian restaurant menus” or “best outdoor dining in Boston”. By making a group of related searches, the AI is able to generate an answer that anticipates the next line of questions.
How Do You Optimize Your Website for Query Fan-Out?
Gone are the days of simply looking at SEO from a perspective of keywords and long-tail keywords. In all honesty, anyone who has kept up with Google Algorithm changes has already shifted focus away from a keyword-first SEO content strategy. Instead, it is important to understand the intent and topics beyond the keywords. Writing content that takes an authoritative tone, effectively answers questions, and is a trustworthy source of information is good for human readers, traditional search algorithms, and AI agents. The goal of SEO content writing should never be to try to farm high-value keywords. While rankings are important, the key to long-term success is to ensure that the content you create is easy for all readers, human and robotic, to digest, while providing a complete view.
To optimize your content for AI query fan-out, you need to understand and predict the list of background searches the AI is going to make. For example, if you are trying to rank for “emergency plumber near me,” consider all of the searches the AI agent needs to compelte in order to create the comprehensive answer. The AI will likely look into reviews or “top-rated” plumbers in the area; it may look for online pricing so it compare/contrast pricing; it will also look for the phone numbers the user can call to get emergency assistance. Ensuring that this content is not only on your website but clearly communicated will enable AI to quickly source you in their responses. Going back, consider that assistant who needs to make dozens of searches in order to provide a complete answer for their boss. What questions can you answer on your website that would make their job easier? Can you provide them with clear information on what you do, what you don’t do, how much you charge, how to get a customized quote, who to call, and why people choose you, so that they feel confident in answering their boss’s follow-up questions?
AEO, GEO, and SEO Services for Businesses
Here at Boston Web Marketing, we have consistently built customized content strategies for local, regional, and national businesses that are aiming to do more than just rank well. Our goal is to ensure that not only do you have good positioning in traditional search and AI-generated responses, but that the content sourced provides a clear tone and opportunity to translate website visitors into customers. To learn more about how we can help your business, please contact our team.