The audience for organic content used to be pretty straightforward. If you made something readable, that also obeyed the latest preferences of search engine crawlers, you were probably going to be ok.
But the recent addition of answer engines like ChatGPT, Claude, Gemini, Google AI Overviews, Perplexity and more means that you now have tons of new variables on your journey to optimizing your content for long-term success.
You've got to have readable content, of course. But you also now need the models to incorporate your content as training data, make sure AI agents can read your content as sources of data and that questions posed to answer engines present you as an answer.
This means that modern content operations need to blend search engine optimization (SEO), answer engine optimization (AEO) and human utility into a single package with every piece of content.
If you isolate SEO decisions from AEO visibility ownership, you're in for trouble. After operating these growth plans for clients and building a platform to enable it, we've found that the only real way to do this is to build with a question-first mindset.
Different engines, one site to maintain
Giving AEO an owner makes sense. That person should read AI answers, citations, and competitor appearances. And, as always, your SEO lead reads queries, rankings, and traffic. Both bring evidence about the same buyer question to the editorial plan.
But they don't need separate lists of pages to commission. Shipping content to target these things separately invites opportunities for cannibalization and collision. And wasted effort.
OpenAI says that when ChatGPT Search works with third-party search providers, it typically rewrites a question into targeted search queries. So an AI answer can draw on the same web pages your SEO team maintains, even when the buyer started in a chat.
The engines don't use those pages in the same way. In a study using our own first-party AI visibility data from CheckThat, we checked citations across the same 846 questions. Of each engine's observed citations, the share from pages that also ranked in Google's top 20 for that same question was 41.9% for Google AI Overviews, 34.8% for Perplexity, and 3.1% for ChatGPT.
This explains why a search position can't stand in for an AI visibility reading. You need to inspect each engine's answers and sources on the buyer questions you care about.
The shared asset is the explanation on your site about what the product does, its limits, and the steps a buyer can take next.
So make the buyer question the unit of the editorial plan.
The question is the brief
Start by building a shared list of questions that your buyers and customers are asking. This requires that you have an authoritative map of your competitors and sector, and a firm grasp of the problems your product solves.
Then, record which current page answers each one and which questions still lack an answer.
Then you decide on a question to tackle, say, about a feature of your product.
If your product page already explains which steps are supported and where the limits are, update that page to answer the question directly. If you don't have a page that answers it at all, you just found your next piece of content. Conversely, if you went with two channel-specific briefs from different teams or owners, it would split the answer and double the maintenance when the product changes.
Count a question as answered only when a current page answers it. A page that mentions a product feature without saying what's supported doesn't count, and publishing more pages on the topic doesn't raise the count until the question is well and truly answered.
A strong brief will include the buyer question, the current page, the missing fact, who will verify the product answer, and the next step the page should offer. The editor can then revise the right page instead of choosing between competing requests.
Your specialists do still have distinct contributions to the process. The SEO lead checks search demand and whether the page can be found in search. The AEO owner checks how answer engines describe and cite it. A product expert verifies the capability claim. Once it's shipped, give the page one owner who will update it when the workflow changes.
That shared brief produces one answer to maintain. Over the long term, your engine-specific results tell you what to tweak, update or double down on once it's been published.
Every engine has needs
No piece of content will play the same across all answer engines and search engines.
Say a product page ranks well in Google but ChatGPT omits your product. The omission alone doesn't tell you which edit, if any, will help. Instead, lean into capturing the exact buyer question, the answer, whether web search was on, and the sources it cited. Repeat the observation, then compare those answers with the page.
If the page leaves out a prerequisite, fix it. If the page answers the question accurately but the engine keeps citing an outdated third-party description, investigate the source and retrieval path. If the answer correctly reports a capability you lack, bring that gap to product or adjust your positioning.
Bring those findings into the same editorial review as rankings and traffic. For each proposed page change, name the buyer question, the evidence for the change, and how you will check the answer afterward. Keep the results for each engine visible because a combined score can hide a problem on the engine a buyer used.
Because answer engines are constantly crawling and updating, the work continues after publication. When a product workflow changes, the page owner should update the answer and check how it appears in search and AI responses using a visibility tool or routine. Every model that ships or new question that gets asked is a chance for your brand to appear differently.
In the GrowthX platform, Topics shows the questions your market is asking and how many of them your site answers today. AI Visibility Segments shows citations, competitors, and sources across answer engines. These are separate readings but they're a part of any strategy that works to compound.
See how GrowthX connects SEO and AEO around your buyer questions.
