This lesson opens the competitive module by changing the question. Instead of one list of competitors and one list of missing keywords, it builds two competitor sets — the sites you are classified with today and the sites that own the topics you want — and treats the difference between them as the entity gap.
What this lesson covers
- Current-state and aspirational competitor sets
- What each data source can and cannot tell you
- Three kinds of gap and their fixes
- Choosing comparables on shape, not position
- The comparison set used for the rest of the module
- A noise test before anything is reported
On the demo site, ranking-keyword overlap put developer and research sites such as Stack Overflow, GeeksforGeeks and ResearchGate at the top of the current-state list, while the queries the site actually wants are owned by Ahrefs, Semrush, InLinks, WordLift and Schema App. The lesson argues that the distance between those two lists is the real finding: it shows how a search engine currently classifies a site, and how far that is from where the business wants to be. It explains why this replaces keyword gap analysis, which compares strings and misses what a page is about.
The second half is about doing the comparison fairly. A coverage gap — an entity you never mention — needs new content; a depth gap — an entity mentioned but thin — needs expansion; an attribute gap — an entity covered without the facts readers expect — needs completion. Each has a different fix and cost. The lesson then explains why the site ranking first is usually not comparable, chooses four comparison sites on the shape of their content rather than their position, and introduces a simple noise test: a gap only counts when more than one comparable site covers it.
Every figure in the lesson is from real API calls on the demo site, with the location caveat stated: the competitor data is US and English, while the site is based in the UK.
This is the first lesson of Module 4, Competitive Entity Research & Gap Analysis, in The AI-powered Entity Audit. It suits anyone who has been asked for a competitor gap analysis and wants one that leads to the right fixes rather than a long list of missing keywords.