Page similarity scoring
Compare pages by semantic closeness so related content is visible even when titles, URLs, and target keywords differ.
Turn findings into SEO work.
Create audit narratives, stakeholder briefs, deep dives, visual explanations, and action plans grounded in crawl evidence and semantic context.
Embed every page
Use the semantic scraping layer to create a vector representation of every crawled URL.
Compare meaning
Calculate page similarity to find which URLs occupy the same or adjacent semantic space.
Group and inspect
Review clusters, outliers, overlap, gaps, and opportunities across the site.
What deliverables unlocks.
Topic clusters
Group pages into topical neighborhoods that reveal how much depth the site has around a subject.
Overlap detection
Find pages competing for the same semantic space, whether they are duplicates, partial duplicates, or cannibalizing each other.
Isolated content discovery
Spot pages that do not reinforce nearby topics and may need internal links, consolidation, or better context.
Content gap analysis
Find semantic areas where coverage is thin, missing, or weaker than the surrounding topic cluster suggests it should be.
Cannibalization review
Identify clusters where too many pages answer the same intent and need clearer roles or consolidation.
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