This lesson is the reference map for the whole course. It lays out every module and lesson in order, says what each one teaches and what you will have at the end of it, and links the tools, downloads and free resources the lessons rely on, so you always know where you are and what comes next.
What this lesson covers
- How the modules build on each other, from foundations to a prioritised backlog
- A one-line summary and main learning for every lesson
- Which practical, step-by-step lessons sit alongside the videos
- The six tools and the files that pass between them
- The course downloads and where each is used
- The free guides, glossary and community that support the course
The course follows the order an audit actually runs in. Module 1 gives you the vocabulary and the scoring rubric, Module 2 turns your site into a clean corpus and extracts its entities, Module 3 checks those entities against Google’s Knowledge Graph and the wider web, and Module 4 compares your coverage with competitors and turns the gaps into a ranked backlog. Each module adds one or more of the five scores, so by the end of Module 4 the scorecard is complete. Practical lessons sit between the videos where a step benefits from being followed at your own pace with screenshots of the tools.
The map is also where the toolkit is explained as a system. The six browser tools hand files to each other — the Extractor’s entity export feeds the Reconciler, the Consistency Checker and the Gap Matrix, and each of those feeds the Scorecard — so knowing which file goes where saves a great deal of confusion later. The lesson closes with the free MLforSEO guides, glossary entries and papers worth keeping open, and the community where questions get answered.
This lesson completes Module 0, Start Here, in The AI-powered Entity Audit, and leads into Module 1 on entity foundations for auditors. It suits every learner, both as a first read before starting and as a page to return to whenever you need to find a tool, a file or the lesson that covers a particular step.