{
  "page": 1,
  "sort": "rank",
  "limit": 25,
  "month": "2026-07",
  "country": "France",
  "industry": "FMCG",
  "rankings": [
    {
      "rank": 1,
      "slug": "danone",
      "company": "Danone",
      "website": "danone.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/danone",
      "rankChange": 0,
      "mentionCount": 35,
      "previousRank": 1,
      "visibilityScore": 74.5
    },
    {
      "rank": 2,
      "slug": "loreal",
      "company": "L'Oréal",
      "website": "loreal.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/loreal",
      "rankChange": 0,
      "mentionCount": 35,
      "previousRank": 2,
      "visibilityScore": 74.5
    },
    {
      "rank": 3,
      "slug": "nestle",
      "company": "Nestlé",
      "website": "nestle.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/nestle",
      "rankChange": 1,
      "mentionCount": 27,
      "previousRank": 4,
      "visibilityScore": 57.4
    },
    {
      "rank": 4,
      "slug": "pernod-ricard",
      "company": "Pernod Ricard",
      "website": "pernodricard.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pernod-ricard",
      "rankChange": 7,
      "mentionCount": 23,
      "previousRank": 11,
      "visibilityScore": 48.9
    },
    {
      "rank": 5,
      "slug": "unilever",
      "company": "Unilever",
      "website": "unilever.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/unilever",
      "rankChange": 0,
      "mentionCount": 22,
      "previousRank": 5,
      "visibilityScore": 46.8
    },
    {
      "rank": 6,
      "slug": "procter-and-gamble",
      "company": "Procter & Gamble",
      "website": "pg.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/procter-and-gamble",
      "rankChange": 7,
      "mentionCount": 14,
      "previousRank": 13,
      "visibilityScore": 29.8
    },
    {
      "rank": 7,
      "slug": "mars",
      "company": "Mars",
      "website": "mars.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mars",
      "rankChange": 3,
      "mentionCount": 13,
      "previousRank": 10,
      "visibilityScore": 27.7
    },
    {
      "rank": 8,
      "slug": "lvmh",
      "company": "LVMH",
      "website": "lvmh.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/lvmh",
      "rankChange": -5,
      "mentionCount": 8,
      "previousRank": 3,
      "visibilityScore": 17
    },
    {
      "rank": 9,
      "slug": "carrefour",
      "company": "Carrefour",
      "website": "carrefour.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/carrefour",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 14.9
    },
    {
      "rank": 10,
      "slug": "coca-cola",
      "company": "Coca-Cola",
      "website": "coca-cola.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/coca-cola",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 14.9
    },
    {
      "rank": 11,
      "slug": "lactalis",
      "company": "Lactalis",
      "website": "lactalis.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/lactalis",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 14.9
    },
    {
      "rank": 12,
      "slug": "bonduelle",
      "company": "Bonduelle",
      "website": "bonduelle.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/bonduelle",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 8.5
    },
    {
      "rank": 13,
      "slug": "mondelez",
      "company": "Mondelez",
      "website": "mondelez.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mondelez",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 8.5
    },
    {
      "rank": 14,
      "slug": "mondelez",
      "company": "Mondelēz",
      "website": "mondelezinternational.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mondelez",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 6.4
    },
    {
      "rank": 15,
      "slug": "sodexo",
      "company": "Sodexo",
      "website": "sodexo.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/sodexo",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 6.4
    },
    {
      "rank": 16,
      "slug": "fleury-michon",
      "company": "Fleury Michon",
      "website": "fleurymichon.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/fleury-michon",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 4.3
    },
    {
      "rank": 17,
      "slug": "hermes",
      "company": "Hermès",
      "website": "hermes.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/hermes",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 4.3
    },
    {
      "rank": 18,
      "slug": "lidl",
      "company": "Lidl",
      "website": "lidl.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/lidl",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 4.3
    },
    {
      "rank": 19,
      "slug": "pepsico",
      "company": "PepsiCo",
      "website": "pepsico.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pepsico",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 4.3
    },
    {
      "rank": 20,
      "slug": "benefit-cosmetics",
      "company": "Benefit Cosmetics",
      "website": "benefitcosmetics.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/benefit-cosmetics",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    },
    {
      "rank": 21,
      "slug": "cargill",
      "company": "Cargill",
      "website": "cargill.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/cargill",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    },
    {
      "rank": 22,
      "slug": "chanel",
      "company": "Chanel",
      "website": "chanel.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/chanel",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    },
    {
      "rank": 23,
      "slug": "decathlon",
      "company": "Decathlon",
      "website": "decathlon.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/decathlon",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    },
    {
      "rank": 24,
      "slug": "diageo",
      "company": "Diageo",
      "website": "diageo.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/diageo",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    },
    {
      "rank": 25,
      "slug": "elior",
      "company": "Elior",
      "website": "elior.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/elior",
      "rankChange": null,
      "mentionCount": 1,
      "previousRank": null,
      "visibilityScore": 2.1
    }
  ],
  "lastUpdated": "2026-07-11",
  "previousMonth": "2026-03",
  "totalCompanies": 39,
  "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.",
    "models": [
      "ChatGPT",
      "Google Gemini",
      "Perplexity"
    ]
  }
}