{
  "generated_at": "2026-06-20T16:17:10.923Z",
  "gve_version": "v1.2",
  "source": "clusters (Module D)",
  "clusters_dir": null,
  "clusters_files_total": 11,
  "clusters_valid": 11,
  "total_entities": 67,
  "strongest_entities": [
    {
      "entity": "gve - ai visibility infrastructure for the ai-native web",
      "score": 1,
      "occurrences": 15
    },
    {
      "entity": "ai search engines",
      "score": 0.688,
      "occurrences": 11
    },
    {
      "entity": "ai answer engines",
      "score": 0.688,
      "occurrences": 11
    },
    {
      "entity": "chatgpt",
      "score": 0.519,
      "occurrences": 11
    },
    {
      "entity": "perplexity",
      "score": 0.519,
      "occurrences": 11
    },
    {
      "entity": "gemini ecosystems",
      "score": 0.519,
      "occurrences": 11
    },
    {
      "entity": "organizations",
      "score": 0.438,
      "occurrences": 10
    },
    {
      "entity": "llms",
      "score": 0.375,
      "occurrences": 6
    },
    {
      "entity": "businessapplication",
      "score": 0.344,
      "occurrences": 11
    },
    {
      "entity": "ai visibility infrastructure",
      "score": 0.344,
      "occurrences": 11
    },
    {
      "entity": "web",
      "score": 0.344,
      "occurrences": 11
    },
    {
      "entity": "large language models",
      "score": 0.313,
      "occurrences": 5
    },
    {
      "entity": "offers",
      "score": 0.275,
      "occurrences": 11
    },
    {
      "entity": "serves",
      "score": 0.275,
      "occurrences": 11
    },
    {
      "entity": "integrateswith",
      "score": 0.275,
      "occurrences": 11
    }
  ],
  "weights": {
    "core_topic": 1.2,
    "primary_entities": 1,
    "secondary_entities": 0.7,
    "attributes": 0.5,
    "use_cases": 0.5,
    "semantic_relations": 0.4,
    "search_intent": 0.3
  },
  "entities": {
    "ai entity visibility infrastructure that makes organizations machine-readable and citable by ai search engines large language models and ai answer engines through semantic exposure and structured entity artifacts": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "about"
      ],
      "sources": {
        "core_topic": 1
      }
    },
    "gve - ai visibility infrastructure for the ai-native web": {
      "score": 1,
      "weight_sum": 16,
      "occurrences": 15,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "primary_entities": 10,
        "core_topic": 5
      }
    },
    "ai search engines": {
      "score": 0.688,
      "weight_sum": 11,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "primary_entities": 11
      }
    },
    "large language models": {
      "score": 0.313,
      "weight_sum": 5,
      "occurrences": 5,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "how-it-works",
        "product"
      ],
      "sources": {
        "primary_entities": 5
      }
    },
    "ai answer engines": {
      "score": 0.688,
      "weight_sum": 11,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "primary_entities": 11
      }
    },
    "chatgpt": {
      "score": 0.519,
      "weight_sum": 8.3,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "secondary_entities": 9,
        "primary_entities": 2
      }
    },
    "perplexity": {
      "score": 0.519,
      "weight_sum": 8.3,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "secondary_entities": 9,
        "primary_entities": 2
      }
    },
    "gemini ecosystems": {
      "score": 0.519,
      "weight_sum": 8.3,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "secondary_entities": 9,
        "primary_entities": 2
      }
    },
    "organizations": {
      "score": 0.438,
      "weight_sum": 7,
      "occurrences": 10,
      "products": [
        "about",
        "ai-ready-compliance",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "secondary_entities": 10
      }
    },
    "businessapplication": {
      "score": 0.344,
      "weight_sum": 5.5,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "attributes": 11
      }
    },
    "ai visibility infrastructure": {
      "score": 0.344,
      "weight_sum": 5.5,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "attributes": 11
      }
    },
    "web": {
      "score": 0.344,
      "weight_sum": 5.5,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "attributes": 11
      }
    },
    "making organizations machine-readable": {
      "score": 0.063,
      "weight_sum": 1,
      "occurrences": 2,
      "products": [
        "about",
        "how-it-works"
      ],
      "sources": {
        "use_cases": 2
      }
    },
    "making organizations citable by ai search engines": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "about"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "semantic exposure": {
      "score": 0.125,
      "weight_sum": 2,
      "occurrences": 4,
      "products": [
        "about",
        "how-it-works",
        "pricing",
        "problem"
      ],
      "sources": {
        "use_cases": 4
      }
    },
    "structured entity artifacts": {
      "score": 0.094,
      "weight_sum": 1.5,
      "occurrences": 3,
      "products": [
        "about",
        "pricing",
        "problem"
      ],
      "sources": {
        "use_cases": 3
      }
    },
    "ai-native consumption": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "about"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "transforming website signals into normalized semantic layers": {
      "score": 0.094,
      "weight_sum": 1.5,
      "occurrences": 3,
      "products": [
        "about",
        "ai-ready-compliance",
        "how-it-works"
      ],
      "sources": {
        "use_cases": 3
      }
    },
    "improving ai search readiness": {
      "score": 0.094,
      "weight_sum": 1.5,
      "occurrences": 3,
      "products": [
        "about",
        "ai-ready-compliance",
        "how-it-works"
      ],
      "sources": {
        "use_cases": 3
      }
    },
    "offers": {
      "score": 0.275,
      "weight_sum": 4.4,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "semantic_relations": 11
      }
    },
    "serves": {
      "score": 0.275,
      "weight_sum": 4.4,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "semantic_relations": 11
      }
    },
    "integrateswith": {
      "score": 0.275,
      "weight_sum": 4.4,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "semantic_relations": 11
      }
    },
    "partof": {
      "score": 0.275,
      "weight_sum": 4.4,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "semantic_relations": 11
      }
    },
    "intentinformational": {
      "score": 0.206,
      "weight_sum": 3.3,
      "occurrences": 11,
      "products": [
        "about",
        "ai-ready-compliance",
        "faq",
        "home",
        "how-it-works",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "search_intent": 11
      }
    },
    "ai entity visibility infrastructure enabling machine-readable and citable entities for ai search engines and large language models": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "ai-ready-compliance"
      ],
      "sources": {
        "core_topic": 1
      }
    },
    "websites": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "ai-ready-compliance",
        "how-it-works"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "enabling organizations to be machine-readable by ai engines": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "ai-ready-compliance"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "exposing structured semantic artifacts for ai understanding": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "ai-ready-compliance"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "gve": {
      "score": 0.063,
      "weight_sum": 1,
      "occurrences": 1,
      "products": [
        "faq"
      ],
      "sources": {
        "primary_entities": 1
      }
    },
    "ai engines": {
      "score": 0.194,
      "weight_sum": 3.1,
      "occurrences": 4,
      "products": [
        "faq",
        "pricing",
        "problem",
        "product"
      ],
      "sources": {
        "primary_entities": 1,
        "secondary_entities": 3
      }
    },
    "website signals": {
      "score": 0.044,
      "weight_sum": 0.7,
      "occurrences": 1,
      "products": [
        "faq"
      ],
      "sources": {
        "secondary_entities": 1
      }
    },
    "semantic layers": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "faq",
        "live-demo"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "search terms": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "faq",
        "live-demo"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "faq knowledge": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "faq",
        "live-demo"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "exposes structured semantic artifacts": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "faq"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "enables ai engines to understand entities services and relationships": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "faq"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "supports ai-readable websites": {
      "score": 0.094,
      "weight_sum": 1.5,
      "occurrences": 3,
      "products": [
        "faq",
        "live-demo",
        "product"
      ],
      "sources": {
        "use_cases": 3
      }
    },
    "improves ai search readiness": {
      "score": 0.219,
      "weight_sum": 3.5,
      "occurrences": 7,
      "products": [
        "faq",
        "home",
        "live-demo",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "use_cases": 7
      }
    },
    "ai entity visibility infrastructure": {
      "score": 0.188,
      "weight_sum": 3,
      "occurrences": 3,
      "products": [
        "home",
        "live-demo",
        "product"
      ],
      "sources": {
        "primary_entities": 3
      }
    },
    "llms": {
      "score": 0.375,
      "weight_sum": 6,
      "occurrences": 6,
      "products": [
        "home",
        "live-demo",
        "pipeline",
        "pricing",
        "problem",
        "technical-proof"
      ],
      "sources": {
        "primary_entities": 6
      }
    },
    "ai-native web": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "home",
        "technical-proof"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "enables organizations to be machine-readable and citable by ai search engines": {
      "score": 0.125,
      "weight_sum": 2,
      "occurrences": 4,
      "products": [
        "home",
        "live-demo",
        "product",
        "technical-proof"
      ],
      "sources": {
        "use_cases": 4
      }
    },
    "exposes structured semantic artifacts for ai understanding of entities services and relationships": {
      "score": 0.094,
      "weight_sum": 1.5,
      "occurrences": 3,
      "products": [
        "home",
        "product",
        "technical-proof"
      ],
      "sources": {
        "use_cases": 3
      }
    },
    "supports ai-readable websites by transforming website signals into normalized semantic layers": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "home"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "ai entity visibility infrastructure enables organizations to be machine-readable and citable by ai search engines large language models and ai answer engines through semantic exposure and structured entity artifacts": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "how-it-works"
      ],
      "sources": {
        "core_topic": 1
      }
    },
    "making organizations citable by ai engines": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "how-it-works"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "providing structured semantic data": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "how-it-works"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "supporting ai-readable websites": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "how-it-works"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "entities": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "live-demo",
        "pipeline"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "services": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "live-demo",
        "pipeline"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "relationships": {
      "score": 0.087,
      "weight_sum": 1.4,
      "occurrences": 2,
      "products": [
        "live-demo",
        "pipeline"
      ],
      "sources": {
        "secondary_entities": 2
      }
    },
    "website": {
      "score": 0.044,
      "weight_sum": 0.7,
      "occurrences": 1,
      "products": [
        "live-demo"
      ],
      "sources": {
        "secondary_entities": 1
      }
    },
    "semantic artifacts": {
      "score": 0.044,
      "weight_sum": 0.7,
      "occurrences": 1,
      "products": [
        "live-demo"
      ],
      "sources": {
        "secondary_entities": 1
      }
    },
    "exposes structured semantic artifacts for ai understanding": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "live-demo"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "transforms website signals into normalized semantic layers": {
      "score": 0.156,
      "weight_sum": 2.5,
      "occurrences": 5,
      "products": [
        "live-demo",
        "pricing",
        "problem",
        "product",
        "technical-proof"
      ],
      "sources": {
        "use_cases": 5
      }
    },
    "provides semantic exposure and structured entity artifacts": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "live-demo"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "ai entity visibility infrastructure enabling machine-readable and citable entities for ai search engines llms and ai answer engines through semantic exposure and structured entity artifacts": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "core_topic": 1
      }
    },
    "enable organizations to be machine-readable by ai engines": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "expose structured semantic artifacts for ai understanding": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "support ai-readable websites": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "improve ai search readiness": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "transform website signals into normalized semantic layers": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "provide semantic exposure and structured entity artifacts": {
      "score": 0.031,
      "weight_sum": 0.5,
      "occurrences": 1,
      "products": [
        "pipeline"
      ],
      "sources": {
        "use_cases": 1
      }
    },
    "enables organizations to be machine-readable": {
      "score": 0.063,
      "weight_sum": 1,
      "occurrences": 2,
      "products": [
        "pricing",
        "problem"
      ],
      "sources": {
        "use_cases": 2
      }
    },
    "enables organizations to be citable by ai search engines": {
      "score": 0.063,
      "weight_sum": 1,
      "occurrences": 2,
      "products": [
        "pricing",
        "problem"
      ],
      "sources": {
        "use_cases": 2
      }
    },
    "ai entity visibility infrastructure enables organizations to be machine-readable and citable by ai search engines llms and ai answer engines through semantic exposure and structured entity artifacts": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "problem"
      ],
      "sources": {
        "core_topic": 1
      }
    },
    "ai entity visibility infrastructure enabling machine-readable and citable entities for ai search engines and llms": {
      "score": 0.075,
      "weight_sum": 1.2,
      "occurrences": 1,
      "products": [
        "technical-proof"
      ],
      "sources": {
        "core_topic": 1
      }
    }
  },
  "namespace": "gve",
  "source_url": "https://globalvisibilityengine.com/",
  "canonical_url": "https://globalvisibilityengine.com/",
  "site_root": "https://globalvisibilityengine.com",
  "public_api_base": "https://api.novalvia-ai.com/clients/gve",
  "provenance": {
    "source_site": "https://globalvisibilityengine.com/",
    "public_api_base": "https://api.novalvia-ai.com/clients/gve",
    "client_namespace": "gve"
  }
}