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  "description": "AI visibility agency helping local and service businesses get found, cited, and recommended in ChatGPT, Perplexity, Gemini, Copilot, Bing, Google AI Overviews, Apple search, and other AI-driven discovery platforms.",
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  "contact": {
    "email": "kristina@marketdisruptorsagency.com",
    "name": "Kristina Shrider",
    "role": "Founder, National Growth Architect, AI Strategist, Behavioral CMO & Independent Researcher",
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    "alternate_name": "Market Disruptors Agency",
    "legal_owner": "IKA LLC",
    "founder": "Kristina Shrider"
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  "primary_methodology": {
    "title": "AI Citation Visibility Framework: MAHI Index, MAD-M Decay Model, and MAHI-100 Benchmark",
    "artifact_type": "Software",
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    "Answer Engine Optimization",
    "Generative Engine Optimization",
    "Local SEO",
    "Schema Markup",
    "Structured Data",
    "Website Migration",
    "AI Visibility",
    "LLM Citation Optimization"
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      "name": "Answer Engine Optimization (AEO)",
      "description": "Content alignment for AI-driven search environments."
    },
    {
      "name": "Generative Engine Optimization (GEO)",
      "description": "Positions businesses as trusted sources AI systems can cite, surface, or mention."
    },
    {
      "name": "Website Migration",
      "description": "Platform transitions without sacrificing authority or performance."
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      "role": "parent",
      "description": "Scores AI visibility across ChatGPT, Perplexity, Google AI Mode, Google AI Overviews, and Bing Copilot using five canonical dimensions: Entity Resolution, Citation Surface, Semantic Coverage, Freshness, and Trust Graph.",
      "dimensions": ["Entity Resolution", "Citation Surface", "Semantic Coverage", "Freshness", "Trust Graph"],
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      "description": "Governance-first heuristic and planning lens for understanding how AI-mediated marketing systems may lose visibility, attribution, and authority over time if unmanaged.",
      "author": "Kristina Shrider",
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      "type": "AI citation visibility benchmark",
      "role": "benchmark protocol",
      "description": "Public, reproducible 100-prompt benchmark protocol for evaluating how AI systems decide which businesses to mention, cite, surface, or compare across a fixed prompt set and multiple generative search platforms. Pilot and full benchmark results are separate dated releases when available.",
      "url": "https://marketdisruptorsagency.com/mahi-100",
      "prompt_set_csv": "https://marketdisruptorsagency.com/data/mahi-100-prompts-v1.csv",
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    },
    "citation_iq": {
      "name": "CitationIQ™",
      "type": "scoring methodology",
      "role": "component of MAHI Index™",
      "parent_framework": "MAHI Index™",
      "description": "Scoring methodology used within the MAHI Index™ framework. Measures how often, how accurately, and with what authority AI systems surface a business."
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    "commercial_application": "Market Disruptors AI Visibility Agency",
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    "jbai_publication": {
      "title": "Generative AI and Organizational Sensemaking: Why Increased Intelligence Can Reduce Understanding",
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      "journal": "The Journal of Business and Artificial Intelligence",
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      "published": "2026-05-26"
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