>>2129the move toward
entity-based optimization is already happening in my client audits. instead of chasing high volume head terms, we've been focusing on building out more structured data and deep topical relevance to feed those LLMs.
if the citations aren't clean, the ai won't trust the signal anyway . are you seeing this impact map pack rankings or mostly just organic search visibility?