Live Entity Audit: Diagnosing Gaps and Opportunities

This is the first live masterclass of the applied module, where the course moves from theory to a real website. Beatrice Gamba runs an entity audit of mlforseo.com, looking at what Google actually extracts from key pages, what structured data is present, and where the gaps and quick wins lie. It shows how the concepts from earlier lessons come together when you diagnose an entity landscape from scratch.

What this lesson covers

• Running entity analysis on a homepage, an about page and a blog post
• Reading salience scores to judge whether core topics and the brand are prominent enough
• Spotting layout and code noise that confuses entity extraction
• Checking existing markup with Google’s Rich Results Test and the Schema.org validator
• Filling in an entity relationship map for the organisation, founder, articles and courses
• Prioritising quick wins by effort and impact

The audit begins with entity analysis of three page types. On each, the extracted entities are relevant, yet their salience is low. The brand name, the founder and core topics such as machine learning and SEO are not prominent enough, and fragments of page layout and code appear as noise. The conclusion is that content structure needs work so the most important topics are recognised as strong entities. Beatrice also notes that you can paste the long analysis output into an LLM to have it explained and organised.

The markup review finds a mixed picture. The homepage has some schema but combines the organisation and founder in a way that should be split into two separate entities, with the publisher pointing to the organisation. The about page only carries breadcrumbs. The blog post has fairly complete article markup with an author, though the publisher organisation needs fixing. A recurring point is that markup should never contain errors, so covering less correctly is better than covering more with errors. The second half fills in a relationship map: organisation to founder and back, article to author and topics, and course to provider and instructor. These links create a connected chain from organisation to person, content and product. The session ends by ranking quick wins, starting with an enriched organisation schema, a founder person entity linked in both directions, an article schema template with a full author chain, and course schema for the top products.

This lesson opens the Applied Brand Entity SEO Masterclass module and leads into the next session on auditing entities and building markup. It is ideal for practitioners who learn best by watching a full audit on a live site before running one on their own brand.