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The rise of generative search and AI assistants is reshaping SEO and content strategy. If the primary goal used to be ranking highly in Google search results, marketers are now increasingly asking a different question: how can a brand or piece of content be featured in ChatGPT answers and other AI-generated responses?
A recent study analyzing query fan-out behavior in ChatGPT highlights an important trend: AI systems are far more likely to perform web searches for commercial queries than for informational ones.
This directly impacts the types of content most likely to appear in AI-generated answers.
ChatGPT does not always generate answers solely from its training data. For some queries, the system performs additional web searches — a process known as query fan-out.
The model breaks the user’s request into multiple subtopics, runs parallel searches, and synthesizes the final answer from the retrieved sources.
In practice, this means AI systems search not only for the exact query but also for related subqueries such as:
If a company’s content does not cover these “branches” of search intent, the likelihood of appearing in ChatGPT responses decreases significantly.
The study analyzed 90 prompts across three industries:
The results revealed a clear pattern:
Out of 20 prompts that triggered fan-out:
Moreover, even when the original query was informational, ChatGPT often transformed it into a commercial or evaluative search path.
For example:
The main takeaway for marketers is not that informational content is no longer valuable.
The issue is that informational content alone is unlikely to secure visibility in AI-generated answers.
If a brand wants to be surfaced in ChatGPT responses, it needs content aligned with decision-making behavior — content that helps users compare, evaluate, and select solutions.
Content formats such as:
These articles align naturally with fan-out logic because AI systems frequently generate shortlist-oriented searches.
Content formats including:
Such pages directly match evaluative intent, which ChatGPT commonly generates during query expansion.
AI systems regularly search for alternatives to products and services.
Examples include:
For B2B companies, this can become one of the most effective formats for AI visibility.
Articles built around specific features or use cases:
This type of content helps AI systems connect user needs with relevant solutions.
Pages answering decision-oriented questions are also becoming increasingly important:
These formats create additional entry points for AI retrieval systems.
Traditionally, content marketing relied heavily on top-of-funnel educational articles such as:
However, the study suggests that if an article only explains concepts without including evaluative or recommendation-oriented elements, its chances of appearing in AI-generated answers decrease.
Today, the most effective strategy is ToFU content combined with commercial bridges.
For example, even educational articles should include:
These are precisely the types of elements ChatGPT may use during query fan-out expansion.
For mid-sized and enterprise businesses, this means rethinking content architecture entirely.
An effective AI-focused content strategy should include:
Around each core product or category, brands should build:
AI increasingly acts as an assistant during the buying and evaluation process. As a result, brands need content covering:
Content should naturally include phrases such as:
These semantic patterns are commonly used by AI systems when generating recommendations.
At the same time, the findings should not be treated as universal rules.
The researchers emphasize that:
Nevertheless, the research demonstrates a clear trend: AI systems increasingly prioritize content that supports decision-making.
AI-powered search is transforming not only SEO but the entire logic of content marketing.
To appear in ChatGPT answers, publishing informational articles alone is no longer enough. Generative AI systems increasingly prioritize content that:
For businesses, this means shifting from purely educational SEO toward hybrid content that combines expertise with commercial usefulness.
This approach is likely to offer the greatest visibility potential in the emerging AI-driven search ecosystem.
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