{
  "page": 1,
  "sort": "rank",
  "limit": 25,
  "month": "2026-08",
  "country": "France",
  "industry": "Beauty",
  "rankings": [
    {
      "rank": 1,
      "slug": "loreal",
      "company": "L'Oréal",
      "website": "loreal.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/loreal",
      "rankChange": 0,
      "mentionCount": 38,
      "previousRank": 1,
      "visibilityScore": 97.4
    },
    {
      "rank": 2,
      "slug": "chanel",
      "company": "Chanel",
      "website": "chanel.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/chanel",
      "rankChange": 1,
      "mentionCount": 22,
      "previousRank": 3,
      "visibilityScore": 56.4
    },
    {
      "rank": 3,
      "slug": "lvmh",
      "company": "LVMH",
      "website": "lvmh.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/lvmh",
      "rankChange": -1,
      "mentionCount": 20,
      "previousRank": 2,
      "visibilityScore": 51.3
    },
    {
      "rank": 4,
      "slug": "dior",
      "company": "Dior",
      "website": "dior.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/dior",
      "rankChange": 12,
      "mentionCount": 18,
      "previousRank": 16,
      "visibilityScore": 46.2
    },
    {
      "rank": 5,
      "slug": "guerlain",
      "company": "Guerlain",
      "website": "guerlain.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/guerlain",
      "rankChange": 1,
      "mentionCount": 18,
      "previousRank": 6,
      "visibilityScore": 46.2
    },
    {
      "rank": 6,
      "slug": "sephora",
      "company": "Sephora",
      "website": "sephora.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/sephora",
      "rankChange": -2,
      "mentionCount": 17,
      "previousRank": 4,
      "visibilityScore": 43.6
    },
    {
      "rank": 7,
      "slug": "clarins",
      "company": "Clarins",
      "website": "clarins.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/clarins",
      "rankChange": -2,
      "mentionCount": 13,
      "previousRank": 5,
      "visibilityScore": 33.3
    },
    {
      "rank": 8,
      "slug": "yves-rocher",
      "company": "Yves Rocher",
      "website": "yvesrocher.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/yves-rocher",
      "rankChange": -1,
      "mentionCount": 10,
      "previousRank": 7,
      "visibilityScore": 25.6
    },
    {
      "rank": 9,
      "slug": "kering",
      "company": "Kering",
      "website": "kering.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/kering",
      "rankChange": 16,
      "mentionCount": 9,
      "previousRank": 25,
      "visibilityScore": 23.1
    },
    {
      "rank": 10,
      "slug": "shiseido",
      "company": "Shiseido",
      "website": "shiseido.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/shiseido",
      "rankChange": null,
      "mentionCount": 9,
      "previousRank": null,
      "visibilityScore": 23.1
    },
    {
      "rank": 11,
      "slug": "givenchy",
      "company": "Givenchy",
      "website": "givenchy.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/givenchy",
      "rankChange": 7,
      "mentionCount": 8,
      "previousRank": 18,
      "visibilityScore": 20.5
    },
    {
      "rank": 12,
      "slug": "coty",
      "company": "Coty",
      "website": "coty.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/coty",
      "rankChange": 11,
      "mentionCount": 7,
      "previousRank": 23,
      "visibilityScore": 17.9
    },
    {
      "rank": 13,
      "slug": "estee-lauder",
      "company": "Estée Lauder",
      "website": "esteelauder.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/estee-lauder",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 17.9
    },
    {
      "rank": 14,
      "slug": "lancome",
      "company": "Lancôme",
      "website": "lancme.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/lancome",
      "rankChange": 12,
      "mentionCount": 7,
      "previousRank": 26,
      "visibilityScore": 17.9
    },
    {
      "rank": 15,
      "slug": "pierre-fabre",
      "company": "Pierre Fabre",
      "website": "pierrefabre.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/pierre-fabre",
      "rankChange": -4,
      "mentionCount": 6,
      "previousRank": 11,
      "visibilityScore": 15.4
    },
    {
      "rank": 16,
      "slug": "benefit-cosmetics",
      "company": "Benefit Cosmetics",
      "website": "benefitcosmetics.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/benefit-cosmetics",
      "rankChange": 5,
      "mentionCount": 5,
      "previousRank": 21,
      "visibilityScore": 12.8
    },
    {
      "rank": 17,
      "slug": "givenchy-beauty",
      "company": "Givenchy Beauty",
      "website": "givenchybeauty.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/givenchy-beauty",
      "rankChange": -9,
      "mentionCount": 5,
      "previousRank": 8,
      "visibilityScore": 12.8
    },
    {
      "rank": 18,
      "slug": "yves-saint-laurent-beauty",
      "company": "Yves Saint Laurent Beauty",
      "website": null,
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/yves-saint-laurent-beauty",
      "rankChange": null,
      "mentionCount": 5,
      "previousRank": null,
      "visibilityScore": 12.8
    },
    {
      "rank": 19,
      "slug": "dior-beauty",
      "company": "Dior Beauty",
      "website": "diorbeauty.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/dior-beauty",
      "rankChange": 5,
      "mentionCount": 4,
      "previousRank": 24,
      "visibilityScore": 10.3
    },
    {
      "rank": 20,
      "slug": "loccitane",
      "company": "L'occitane",
      "website": "loccitane.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/loccitane",
      "rankChange": -1,
      "mentionCount": 4,
      "previousRank": 19,
      "visibilityScore": 10.3
    },
    {
      "rank": 21,
      "slug": "mane",
      "company": "Mane",
      "website": null,
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/mane",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 22,
      "slug": "garnier",
      "company": "Garnier",
      "website": null,
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/garnier",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 23,
      "slug": "kerastase",
      "company": "Kérastase",
      "website": null,
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/kerastase",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 24,
      "slug": "la-roche-posay",
      "company": "La Roche-posay",
      "website": "larocheposay.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/la-roche-posay",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 25,
      "slug": "loccitane-en-provence",
      "company": "L'occitane En Provence",
      "website": "loccitaneenprovence.com",
      "industry": "Beauty",
      "profileUrl": "https://employers.perceptionx.ai/company/loccitane-en-provence",
      "rankChange": -11,
      "mentionCount": 3,
      "previousRank": 14,
      "visibilityScore": 7.7
    }
  ],
  "lastUpdated": "2026-08-25",
  "previousMonth": "2026-04",
  "totalCompanies": 64,
  "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"
    ]
  }
}