Expand One Keyword into Complete Query Fan-Out Coverage

Coverage analysis compares each fan-out query against your existing page content. It labels each one as fully covered, partially covered, or missing. This gives you a coverage score and shows exactly where your content lacks topical depth, which sections need improvement, and which new topics you should add. The analysis becomes a roadmap for improving SEO and AI visibility.

The Coverage Analyzer scans your content using an LLM Judge and highlights any query your page does not answer clearly. Missing queries often relate to pricing, comparisons, alternatives, deeper how-to questions, or brand-specific variations. These uncovered areas are opportunities to expand your content and improve your authority on the topic.

Yes. AI tools like ChatGPT and Perplexity prefer pages that show complete topical coverage. If you answer only the seed keyword but ignore related variations, AI platforms may skip your content entirely. Improving your fan-out coverage increases your relevance to more user intents, which boosts your chances of appearing as a recommended or cited source.

Yes. Fan-out coverage helps you strengthen semantic relevance for Google Search while also improving your content’s ability to appear in AI-generated responses. Google rewards topical depth, and AI platforms reward completeness. By covering more query variations, you improve performance across both traditional SEO and LLM search.

Most websites benefit from checking coverage after publishing updates, adding new sections, or optimizing for new keywords. Since AI search changes quickly, many users run coverage checks monthly or after major content updates to keep their topical depth relevant and citation-ready.