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    Entity ArchitectureAEO Playbook 12 min read

    Entity Structuring 101: How AI Models Decide Who to Cite

    A step-by-step guide to transforming your brand into a citable node inside global AI knowledge bases.

    SM

    ScaleMatrix AI Research Desk

    Head of Entity Graph Research · Published October 2026

    What Is an AI Search Entity?

    In traditional search, Google indexes keywords and web pages. In generative AI search, LLMs index entities — distinct, disambiguated concepts, organizations, services, and brands with defined attributes.

    When a user asks ChatGPT 'Who is the top commercial HVAC contractor in Phoenix?', the model queries its inner knowledge graph for entities matching attributes: location=Phoenix, service=commercial HVAC, certification=NATE, sentiment=positive.

    The 4 Pillars of Entity Authority

    1. Entity Disambiguation: Ensuring your brand name is uniquely linked to your specific domain, address, and credentials.

    2. Citation Co-Occurrence: Getting your brand cited alongside industry authority entities like certifications, trade associations, and press releases.

    3. Machine-Readable Schema: Injecting comprehensive JSON-LD Organization, LocalBusiness, and Service schemas.

    4. Consensus Verification: Maintaining consistent NAP (Name, Address, Phone) and service claims across all digital footprints.

    Ready to Implement These AEO Practices?

    Run a free 60-second AI Visibility Audit to see how your brand entity performs across ChatGPT, Perplexity, Claude, and Google AI Overviews.