// articles
Notes on SEO, data and automation
Technical studies, experiments and practical lessons from real projects.
Jun 12, 2026 · 10 min
Semantic vector clustering reveals the architecture algorithms see
Use embedding clusters to map a site’s real semantic architecture, find editorial gaps and improve content decisions.
Jun 5, 2026 · 10 min
Competitive vector analysis: map your competitors’ semantic territory
Compare sites by meaning, identify semantic overlap and find territories competitors have not covered.
May 29, 2026 · 10 min
Semantic cannibalization: what vectors detect that keyword audits miss
Find pages competing for the same semantic territory even when they do not share the same keywords.
May 22, 2026 · 10 min
Vector-based internal linking: connections keywords cannot see
Use embeddings and cosine similarity to find relevant internal-link opportunities at scale.
May 15, 2026 · 14 min
Embeddings and vectorization for SEO: what they are and how to use them
Learn what embeddings are, how Google uses vectors to measure relevance and where vector search can support SEO and GEO workflows.