{
  "page": 1,
  "sort": "rank",
  "limit": 25,
  "month": "2026-08",
  "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": 89.7
    },
    {
      "rank": 2,
      "slug": "loreal",
      "company": "L'Oréal",
      "website": "loreal.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/loreal",
      "rankChange": 0,
      "mentionCount": 32,
      "previousRank": 2,
      "visibilityScore": 82.1
    },
    {
      "rank": 3,
      "slug": "nestle",
      "company": "Nestlé",
      "website": "nestle.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/nestle",
      "rankChange": 1,
      "mentionCount": 32,
      "previousRank": 4,
      "visibilityScore": 82.1
    },
    {
      "rank": 4,
      "slug": "unilever",
      "company": "Unilever",
      "website": "unilever.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/unilever",
      "rankChange": 1,
      "mentionCount": 24,
      "previousRank": 5,
      "visibilityScore": 61.5
    },
    {
      "rank": 5,
      "slug": "mars",
      "company": "Mars",
      "website": "mars.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mars",
      "rankChange": 5,
      "mentionCount": 17,
      "previousRank": 10,
      "visibilityScore": 43.6
    },
    {
      "rank": 6,
      "slug": "pernod-ricard",
      "company": "Pernod Ricard",
      "website": "pernodricard.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pernod-ricard",
      "rankChange": 5,
      "mentionCount": 17,
      "previousRank": 11,
      "visibilityScore": 43.6
    },
    {
      "rank": 7,
      "slug": "coca-cola",
      "company": "Coca-Cola",
      "website": "coca-cola.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/coca-cola",
      "rankChange": null,
      "mentionCount": 10,
      "previousRank": null,
      "visibilityScore": 25.6
    },
    {
      "rank": 8,
      "slug": "procter-and-gamble",
      "company": "Procter & Gamble",
      "website": "pg.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/procter-and-gamble",
      "rankChange": 5,
      "mentionCount": 8,
      "previousRank": 13,
      "visibilityScore": 20.5
    },
    {
      "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": 17.9
    },
    {
      "rank": 10,
      "slug": "pepsico-france",
      "company": "Pepsico France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pepsico-france",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 17.9
    },
    {
      "rank": 11,
      "slug": "heineken",
      "company": "Heineken",
      "website": "heineken.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/heineken",
      "rankChange": null,
      "mentionCount": 6,
      "previousRank": null,
      "visibilityScore": 15.4
    },
    {
      "rank": 12,
      "slug": "lvmh",
      "company": "LVMH",
      "website": "lvmh.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/lvmh",
      "rankChange": -9,
      "mentionCount": 6,
      "previousRank": 3,
      "visibilityScore": 15.4
    },
    {
      "rank": 13,
      "slug": "mondelez",
      "company": "Mondelez",
      "website": "mondelez.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mondelez",
      "rankChange": null,
      "mentionCount": 5,
      "previousRank": null,
      "visibilityScore": 12.8
    },
    {
      "rank": 14,
      "slug": "p-and-g",
      "company": "P & G",
      "website": "pandg.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/p-and-g",
      "rankChange": null,
      "mentionCount": 5,
      "previousRank": null,
      "visibilityScore": 12.8
    },
    {
      "rank": 15,
      "slug": "bonduelle",
      "company": "Bonduelle",
      "website": "bonduelle.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/bonduelle",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 16,
      "slug": "henkel-france",
      "company": "Henkel France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/henkel-france",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 17,
      "slug": "henkel",
      "company": "Henkel",
      "website": "henkel.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/henkel",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 18,
      "slug": "lactalis",
      "company": "Lactalis",
      "website": "lactalis.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/lactalis",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 19,
      "slug": "mondelez-france",
      "company": "Mondelez France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mondelez-france",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 20,
      "slug": "pepsico",
      "company": "PepsiCo",
      "website": "pepsico.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pepsico",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 21,
      "slug": "pandg-france",
      "company": "P&G France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pandg-france",
      "rankChange": null,
      "mentionCount": 3,
      "previousRank": null,
      "visibilityScore": 7.7
    },
    {
      "rank": 22,
      "slug": "chanel",
      "company": "Chanel",
      "website": "chanel.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/chanel",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    },
    {
      "rank": 23,
      "slug": "coca-cola-france",
      "company": "Coca-Cola France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/coca-cola-france",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    },
    {
      "rank": 24,
      "slug": "danone-france",
      "company": "Danone France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/danone-france",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    },
    {
      "rank": 25,
      "slug": "general-mills-france",
      "company": "General Mills France",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/general-mills-france",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    }
  ],
  "lastUpdated": "2026-08-25",
  "previousMonth": "2026-03",
  "totalCompanies": 58,
  "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"
    ]
  }
}