{
  "study": "hungarian-ai-search-readiness",
  "title": "Hungarian AI-search readiness audit — anonymised aggregate results",
  "audited": "2026-06-30",
  "n": 15,
  "caveat": "INDICATIVE, NOT REPRESENTATIVE: single-country convenience sample (n=15); probes single-shot (k=1) from one model; readability collected only for the 5 sites that loaded for a crawler; 'retrieval' used an AI/web-search surface, not a live Google AI Overview; authority detection is imperfect for local-language records. Company names are withheld; firms are described by size and sector only.",
  "manifest": [
    {
      "n": 1,
      "tier": "large",
      "sector": "Pharmaceuticals",
      "site_loaded_for_crawler": false,
      "authority_record": true
    },
    {
      "n": 2,
      "tier": "large",
      "sector": "Air travel",
      "site_loaded_for_crawler": true,
      "authority_record": true
    },
    {
      "n": 3,
      "tier": "large",
      "sector": "Banking",
      "site_loaded_for_crawler": true,
      "authority_record": true
    },
    {
      "n": 4,
      "tier": "large",
      "sector": "Energy",
      "site_loaded_for_crawler": false,
      "authority_record": true
    },
    {
      "n": 5,
      "tier": "large",
      "sector": "Telecom",
      "site_loaded_for_crawler": true,
      "authority_record": true
    },
    {
      "n": 6,
      "tier": "medium",
      "sector": "Software",
      "site_loaded_for_crawler": true,
      "authority_record": true
    },
    {
      "n": 7,
      "tier": "medium",
      "sector": "Wine",
      "site_loaded_for_crawler": true,
      "authority_record": true
    },
    {
      "n": 8,
      "tier": "medium",
      "sector": "Hospitality",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 9,
      "tier": "medium",
      "sector": "Beverage",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 10,
      "tier": "medium",
      "sector": "Fashion",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 11,
      "tier": "small",
      "sector": "Footwear retail",
      "site_loaded_for_crawler": false,
      "authority_record": true
    },
    {
      "n": 12,
      "tier": "small",
      "sector": "Hospitality",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 13,
      "tier": "small",
      "sector": "Creative agency",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 14,
      "tier": "small",
      "sector": "Design retail",
      "site_loaded_for_crawler": false,
      "authority_record": false
    },
    {
      "n": 15,
      "tier": "small",
      "sector": "Software",
      "site_loaded_for_crawler": false,
      "authority_record": false
    }
  ],
  "aggregates": {
    "retrieval": {
      "prominent": 11,
      "partial": 2,
      "absent": 2
    },
    "recall_single_probe": {
      "accurate": 3,
      "partial": 8,
      "none": 4
    },
    "authority": {
      "record": 8,
      "none": 7
    },
    "sites_loaded": {
      "loaded": 5,
      "blocked_403": 10
    },
    "authority_by_size": {
      "large": 2,
      "medium": 0.8,
      "small": 0.4
    }
  }
}