When someone asks an LLM a question about your category, the answer they get is not determined by who ranks higher. It is decided whose content is most noteworthy: specific, systematic, and based on many reliable sources.
The problem with quoting many brands is that you don’t know they have it
LLMs construct their answers from any sources that contain clear and specific answers to the question at hand. That could be your website. But it could also be a Reddit thread from three years ago or a YouTube video published by your competitor.
Most brands don’t show up in the citations when someone asks AI about topics that should win their site. They develop their own content on the site while the quotes that make up their AI presence are written somewhere else entirely. The first step in any serious AI SEO strategy is getting that right. Track the prompts and relevant fan exit questions that are most relevant to the articles you want to win. See what’s being quoted and gather information about what questions are actually being asked, because that tells you where authority currently sits and where you need to build.
Why most content is not designed to be cited
When you know what is being quoted, the gap in the content of many products on the site becomes obvious. Product pages and feature pages are often written to explain: here’s what this does, and why it’s good. That’s not what LLM is looking for when it needs to answer a specific user question. It requires a specific, structured answer to a clearly defined question. This requires a completely different strategy to satisfy.
Optimization is based on something specific: find out what questions your audience is asking about your product, your category, and your competitors, and answer those questions directly on your site. Not in paragraph-length product prose, but in a format that’s easy to pull off: FAQ sections on feature and product pages, structured help documentation, comparative content that addresses specific trade-offs people are asking about. The source of those questions is everywhere: Reddit threads, sales call transcripts, customer support logs, Google “people ask”. Anywhere your audience asks for their name is a survey input.
This is important for more than just AI SEO. Content built around real user queries often performs better in general search as well, because it does what SEO always asks for: accurately matching intent and giving users what they’re looking for.
Off site is where authority is won
On-site optimization makes your content more controversial. But the LLM mandate is not built from a single source. It is built on reinforcement among many trusted people. If Reddit, YouTube, review forums, and industry forums are all pointing to similar responses about your product, that signal carries more weight than anything your site can generate on its own.
This is where most content strategists fail to see. Off-site AI SEO is not link building. The goal is not to return a citation to your site. The goal is to make sure that authoritative, accurate answers about your product are available in places where LLMs are already coming from. In most B2B software categories, that means G2 and social platforms. In most categories, Reddit and YouTube are near universal. The specific mix varies, but the rule is: find out where your paragraph quotes come from, and make sure the content in those places reflects the story you want to tell.
Off site is also where the products of the previous category benefit the most. Domain authorities don’t care who gets quoted on Reddit or YouTube. Really useful feedback from the right community will come regardless of how old your site is.
What does this mean for your content in a nutshell
The shift AI Visibility requires is not a complete overhaul of your content strategy. It’s a short change. Instead of starting with “what do we want to rank for,” you start with “what questions is our audience asking AI, and do we have the right answer for each, both on and off our site.”
That means checking citations, answering real questions on your site, and building a presence on off-site channels where your category is already cited.
The standard is still worth following. But the mandate of LLMs is structured differently. Brands that find differentiation early will be more difficult to dislodge once their quotes are strong.
Bottom line: AI SEO’s authority comes from being a clear, well-founded answer to the questions your audience is asking, throughout your site and across the web. Follow what is said. Be helpful and accurate. Make your content downloadable and build off-site where citations are won. That’s the short of it.
