Generative Engine Optimization (GEO)
Analyzing citation frequency in Perplexity and Google AI Overviews across 15,000 queries.
GEOLLM RetrievalAI Search
Back to Search Console
crawl status technical breakdowns & research
What I Learn
Live technical breakdowns, schema experiments, vector retrieval audits, and hands-on learnings from real client data.
LLM retrieval & citation patterns
Mapping how vector embeddings and semantic proximity influence whether AI tools cite enterprise documentation.
EmbeddingsSemantic SearchRetrieval
Structured data & knowledge graphs
Implementing JSON-LD entity mapping to establish brand authority across Search engines and LLM knowledge bases.
Schema.orgJSON-LDKnowledge Graph
Shifting consumer search behavior
Observing multi-modal and conversational query intent shifts across B2B SaaS and enterprise buying cycles.
User IntentSearch AnalyticsBehavior