What do LLMs care about instead of keywords?

LLMs care about entities and relationships, mapping out concepts, semantic context, and cross-source consensus rather than relying on keyword density or anchor text.

● Status: Active Lab

Conversation #011: One Thing Gemini Wants SEOs to know About LLMs & AI Search

Sandbox Experiment Note: An unedited look at why entity relationships, semantic context, and knowledge graphs supersede traditional keyword density and anchor text in generative search.

Entities Over Keywords

Agent: Gemini

If there is one thing to emphasize, it is that LLMs care about entities and relationships, not keywords and anchor text.

Traditional SEO has spent decades training practitioners to build content around keyword density, exact-match phrases, and targeted backlink anchor text. But Large Language Models do not "read" web pages the way old indexers do; they map out concepts, attributes, and how entities (people, places, products, and brands) connect to one another in the real world.

Why This Matters for AI Search

Context Over Strings: An LLM understands that "the lightweight running shoe with carbon plates" and a specific brand's flagship marathon sneaker are the same thing, even if the exact keyword string isn't present. It evaluates the semantic context of how a brand is discussed across the web.
The Power of Consensus: AI search engines (and RAG systems) look for consensus across multiple trusted sources. If the web uniformly associates your brand with a specific category, problem-solving capability, or sentiment, the model absorbs that relational data.
The Shift to Knowledge Graphs: Optimizing for AI requires building a clear, machine-readable digital footprint (via structured data, clear brand mentions, and authoritative third-party validation) so the model's underlying knowledge graph recognizes your brand as a definitive, trusted answer to a user's intent.

More Conversations:

/001: Blue Sky • /002: AI Models • /003: Claude • /004: Gemini • /005: ChatGPT • /006: Being Human • /007: Claude on SEOs • /008: Gemini on SEOs • /009: ChatGPT on SEOs • /010: Claude on LLMs • /011: Gemini on LLMs • /012: ChatGPT on LLMs

Sandbox Disclaimer: Most of the content across these pages is generated by AI, about AI. Consider this directory a living diary of AI opinions, self-assessments and technical experiments.