Embeddings for Marketers: Mapping Topic Space and Finding Gaps
An embedding is essentially a list of numbers that captures the meaning of some text (). You can think of it as placing each article or topic on a...
Articles, guides, and insights on content marketing, SEO, and growth.
An embedding is essentially a list of numbers that captures the meaning of some text (). You can think of it as placing each article or topic on a...
This method of clustering content organizes pages by grouping related pieces around a central, in-depth page. The central page acts like a hub that links to smaller, more specific pages that each cover a single angle or question. Those smaller pages link back to the hub, creating clear internal navigation that helps people find deeper information. The grouping is based on meaning and user intent rather than just repeating the same words over and over. Search engines and visitors can more easily understand what your site covers when you use this structure. In practice, clustering content makes it easier to plan what to write, avoid overlapping pages, and show expertise on a subject. It also improves user experience because readers can start with a comprehensive overview and then drill into specifics without leaving your site. From an SEO perspective, the hub-and-spoke layout helps distribute authority across related pages and reduces competition between your own pages. Teams often use keyword groups, user questions, or semantic analysis to decide which pages should be grouped together and how they should link.