Entity SEO

AI can only cite what it knows. Make sure it knows you.

ChatGPT, Gemini, Perplexity, and Google pull from a structured map of the world's entities. Brands, people, organizations, concepts. If your brand isn't a recognized entity in that map, AI systems can't cite you with confidence. Plate Lunch Collective builds the signals that make you known.

Hawaiian plumeria Kāneʻohe Sunburst botanical specimen with entity node diagram overlay, 18th century natural history plate style
Facts in Google's Knowledge Graph
500B
Google's Knowledge Graph maps over 5 billion entities and the relationships between them. It is the primary source AI systems use to verify brand information before citing it.
AI citation visibility improvement
30-40%
Research from Princeton University found that content structured around authoritative, citable sources achieves 30-40% higher visibility in AI generated answers. The single largest improvement of any optimization strategy tested. According to KDD 2024.
Of websites have Organization schema implemented
7.16%
Less than one in fourteen pages tells Google what kind of entity it is. That gap is the opportunity. According to the HTTP Archive Web Almanac, 2024.

AI doesn't guess. It confirms. If your business isn't a confirmed entity, AI recommends your competition instead.

When someone asks ChatGPT to recommend a logistics attorney in their city, or asks Perplexity which sustainable apparel brand has verified supply chain transparency, the AI doesn't search the web the way a human would. It checks what it already knows. It cross-references structured signals. It looks for entity confidence before it commits to a citation.

Brands without entity recognition get omitted, misrepresented, or replaced by a competitor the AI can confirm. Research from Pew Research Center found AI Overviews are three times more likely to cite authoritative, recognized entities than standard search results. The Knowledge Panel is the visible proof of entity recognition. It is the byproduct of doing this work correctly, not the goal. The goal is being known.

Entity SEO is the work of making your brand unambiguous to AI systems. Clear identity. Consistent signals. Structured data that tells Google, ChatGPT, and Perplexity exactly who you are, what you do, and why you can be trusted as a source. When AI systems look for something to confirm, your brand is there.

How We Work

Known. Trusted. Recommended.

Most businesses exist on the web. Few exist in the Knowledge Graph. The difference is not content. It is structure. Google and every AI system built on top of it needs to resolve your brand as a specific, unambiguous thing before it will associate you with anything, recommend you for anything, or cite you in an answer. An inconsistent name across directories, a missing sameAs array, an About page that never declares what kind of entity you are. Each one creates friction that makes AI systems hedge or skip you entirely.

We start by mapping what AI systems currently understand about your brand. Where are the signals consistent? Where are they contradictory? What is the gap between the authority you have built in the real world and the entity record that exists in the systems making recommendations about you? That map tells us exactly what needs to be built.

From there we build. A clear entity home. Schema that declares exactly what kind of organization you are and what you do. Consistent signals across the relevant, trusted third party sources that feed the systems making recommendations about you. Brand-topic association that connects your entity to the subject matter you want to own. The work is methodical. Each signal compounds the last.

Hawaiian hoary bat Ōpeʻapeʻa specimen with echolocation wave diagram, 18th century naturalist illustration style

The systems that need to recognize your entity

  • ChatGPT logoChatGPT
  • Perplexity logoPerplexity
  • Claude logoClaude
  • Gemini logoGemini
  • Meta AI logoMeta AI
  • Copilot logoCopilot
  • DeepSeek logoDeepSeek
  • Grok logoGrok

Case Study

An organic farm in the garlic capital of the world. Real differentiation. Zero entity recognition.

AI systems knew Gilroy. They knew garlic. They did not know this farm existed. Every prompt about garlic farms, farm tours, or heirloom produce in the region surfaced the same industrial names. Not because those operations were more interesting. Because they were recognized entities with structured signals and this farm wasn't.

The operation had real differentiation, the kind that cannot be manufactured at scale. We mapped every point in the retrieval layer where that differentiation could register. Built the entity record. Structured the topic associations. Worked with the farm to transform their social presence from ambient content into semantically precise posts that search and discovery systems could actually parse and cite.

The farm is still niche. Still doing things their way. But AI systems now surface them alongside the giants in their own backyard, and their subscription boxes and farm tours reach buyers who never would have found them before.

Entity SEO services across every industry.

Hospitality

Professional Services

Local Business

E-Commerce

SaaS

On Island

Tourism

Skincare

Agritourism

Agribusiness

Aviation

Creators

Ready for AI to know your brand?

Tell us about your business. We'll come back to you within 24 hours with a clear picture of where you stand.