entity-optimizer

# Entity Optimizer Audits, builds, and maintains entity identity across search engines and AI systems. Entities — the people, organizations, products, and concepts that search engines and AI systems recognize as distinct things — are the foundation of how both Google and LLMs decide *what a brand is* and *whether to cite it*. **Why entities matter for SEO + GEO:** - **SEO**: Google's Knowledge Graph powers Knowledge Panels, rich results, and entity-based ranking signals. A well-defined entity earns SERP real estate. - **GEO**: AI systems resolve queries to entities before generating answers. If an AI cannot identify an entity, it cannot cite it — no matter how good the content is. ## What This Skill Does Audits entity presence across Knowledge Graph, Wikidata, Wikipedia, and AI systems; maps all 6 signal categories (47 signals); produces a gap analysis, building plan, and disambiguation strategy. ## Quick Start Start with one of these prompts. Finish with a canonical entity profile and a handoff summary using the repository format in [Skill Contract](../../references/skill-contract.md). ### Entity Audit ``` Audit entity presence for [brand/person/organization] ``` ``` How well do search engines and AI systems recognize [entity name]? ``` ### Build Entity Presence ``` Build entity presence for [new brand] in the [industry] space ``` ``` Establish [person name] as a recognized expert in [topic] ``` ### Fix Entity Issues ``` My Knowledge Panel shows incorrect info...