{
  "industry": "Beauty",
  "country": "AE",
  "month": "2026-09",
  "lastUpdated": "2026-09-20",
  "totalCompanies": 107,
  "topCompanies": [
    {
      "rank": 1,
      "company": "L'Oréal",
      "score": 79.5,
      "slug": "loreal"
    },
    {
      "rank": 2,
      "company": "Estée Lauder",
      "score": 61.5,
      "slug": "estee-lauder"
    },
    {
      "rank": 3,
      "company": "Sephora",
      "score": 59,
      "slug": "sephora"
    },
    {
      "rank": 4,
      "company": "Chalhoub Group",
      "score": 41,
      "slug": "chalhoub-group"
    },
    {
      "rank": 5,
      "company": "Shiseido",
      "score": 28.2,
      "slug": "shiseido"
    },
    {
      "rank": 6,
      "company": "Unilever",
      "score": 25.6,
      "slug": "unilever"
    },
    {
      "rank": 7,
      "company": "Coty",
      "score": 23.1,
      "slug": "coty"
    },
    {
      "rank": 8,
      "company": "LVMH",
      "score": 20.5,
      "slug": "lvmh"
    },
    {
      "rank": 9,
      "company": "Procter & Gamble",
      "score": 20.5,
      "slug": "procter-and-gamble"
    },
    {
      "rank": 10,
      "company": "Huda Beauty",
      "score": 15.4,
      "slug": "huda-beauty"
    }
  ],
  "methodology": {
    "version": "1.0",
    "url": "https://employers.perceptionx.ai/api-docs/#methodology",
    "description": "Visibility Score (0-100) is the share of AI model × candidate-experience-theme combinations within an industry and country where the company was mentioned in AI-generated answers to candidate-style questions. Ranks are computed per industry and country; ties break by mention count, then company name. Responses from other assistants (e.g. Claude, DeepSeek) are collected for research but not included in index scoring.",
    "models": [
      "ChatGPT",
      "Google Gemini",
      "Perplexity"
    ]
  }
}