{
  "page": 1,
  "sort": "rank",
  "limit": 25,
  "month": "2026-08",
  "country": "Brazil",
  "industry": "FMCG",
  "rankings": [
    {
      "rank": 1,
      "slug": "nestle",
      "company": "Nestlé",
      "website": "nestle.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/nestle",
      "rankChange": 3,
      "mentionCount": 36,
      "previousRank": 4,
      "visibilityScore": 92.3
    },
    {
      "rank": 2,
      "slug": "unilever",
      "company": "Unilever",
      "website": "unilever.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/unilever",
      "rankChange": 3,
      "mentionCount": 36,
      "previousRank": 5,
      "visibilityScore": 92.3
    },
    {
      "rank": 3,
      "slug": "ambev",
      "company": "Ambev",
      "website": "ambev.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/ambev",
      "rankChange": -2,
      "mentionCount": 29,
      "previousRank": 1,
      "visibilityScore": 74.4
    },
    {
      "rank": 4,
      "slug": "coca-cola",
      "company": "Coca-Cola",
      "website": "coca-cola.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/coca-cola",
      "rankChange": null,
      "mentionCount": 18,
      "previousRank": null,
      "visibilityScore": 46.2
    },
    {
      "rank": 5,
      "slug": "procter-and-gamble",
      "company": "Procter & Gamble",
      "website": "pg.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/procter-and-gamble",
      "rankChange": 5,
      "mentionCount": 15,
      "previousRank": 10,
      "visibilityScore": 38.5
    },
    {
      "rank": 6,
      "slug": "ab-inbev",
      "company": "Ab InBev",
      "website": "abinbev.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/ab-inbev",
      "rankChange": 0,
      "mentionCount": 11,
      "previousRank": 6,
      "visibilityScore": 28.2
    },
    {
      "rank": 7,
      "slug": "p-and-g",
      "company": "P & G",
      "website": "pandg.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/p-and-g",
      "rankChange": 9,
      "mentionCount": 11,
      "previousRank": 16,
      "visibilityScore": 28.2
    },
    {
      "rank": 8,
      "slug": "natura",
      "company": "Natura",
      "website": "natura.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/natura",
      "rankChange": 1,
      "mentionCount": 10,
      "previousRank": 9,
      "visibilityScore": 25.6
    },
    {
      "rank": 9,
      "slug": "brf",
      "company": "BRF",
      "website": "brf.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/brf",
      "rankChange": -1,
      "mentionCount": 9,
      "previousRank": 8,
      "visibilityScore": 23.1
    },
    {
      "rank": 10,
      "slug": "loreal",
      "company": "L'Oréal",
      "website": "loreal.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/loreal",
      "rankChange": 5,
      "mentionCount": 8,
      "previousRank": 15,
      "visibilityScore": 20.5
    },
    {
      "rank": 11,
      "slug": "pepsico",
      "company": "PepsiCo",
      "website": "pepsico.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pepsico",
      "rankChange": null,
      "mentionCount": 8,
      "previousRank": null,
      "visibilityScore": 20.5
    },
    {
      "rank": 12,
      "slug": "grupo-boticario",
      "company": "Grupo Boticário",
      "website": "grupoboticrio.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/grupo-boticario",
      "rankChange": -10,
      "mentionCount": 6,
      "previousRank": 2,
      "visibilityScore": 15.4
    },
    {
      "rank": 13,
      "slug": "mondelez",
      "company": "Mondelez",
      "website": "mondelez.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/mondelez",
      "rankChange": null,
      "mentionCount": 6,
      "previousRank": null,
      "visibilityScore": 15.4
    },
    {
      "rank": 14,
      "slug": "pandg-brazil",
      "company": "P&G Brazil",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/pandg-brazil",
      "rankChange": null,
      "mentionCount": 6,
      "previousRank": null,
      "visibilityScore": 15.4
    },
    {
      "rank": 15,
      "slug": "danone",
      "company": "Danone",
      "website": "danone.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/danone",
      "rankChange": -2,
      "mentionCount": 5,
      "previousRank": 13,
      "visibilityScore": 12.8
    },
    {
      "rank": 16,
      "slug": "m-dias-branco",
      "company": "M. Dias Branco",
      "website": "mdiasbranco.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/m-dias-branco",
      "rankChange": null,
      "mentionCount": 5,
      "previousRank": null,
      "visibilityScore": 12.8
    },
    {
      "rank": 17,
      "slug": "natura-and-co",
      "company": "Natura & Co",
      "website": "naturaandco.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/natura-and-co",
      "rankChange": -14,
      "mentionCount": 5,
      "previousRank": 3,
      "visibilityScore": 12.8
    },
    {
      "rank": 18,
      "slug": "coca-cola-femsa-brasil",
      "company": "Coca-Cola Femsa Brasil",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/coca-cola-femsa-brasil",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 19,
      "slug": "colgate-palmolive",
      "company": "Colgate-Palmolive",
      "website": "colgatepalmolive.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/colgate-palmolive",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 20,
      "slug": "jbs",
      "company": "Jbs",
      "website": "jbs.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/jbs",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 21,
      "slug": "kimberly-clark-brasil",
      "company": "Kimberly-Clark Brasil",
      "website": null,
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/kimberly-clark-brasil",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 22,
      "slug": "avon",
      "company": "Avon",
      "website": "avon.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/avon",
      "rankChange": -15,
      "mentionCount": 3,
      "previousRank": 7,
      "visibilityScore": 7.7
    },
    {
      "rank": 23,
      "slug": "the-body-shop",
      "company": "The Body Shop",
      "website": "thebodyshop.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/the-body-shop",
      "rankChange": -12,
      "mentionCount": 3,
      "previousRank": 11,
      "visibilityScore": 7.7
    },
    {
      "rank": 24,
      "slug": "boticario",
      "company": "Boticário",
      "website": "boticrio.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/boticario",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    },
    {
      "rank": 25,
      "slug": "bunge",
      "company": "Bunge",
      "website": "bunge.com",
      "industry": "FMCG",
      "profileUrl": "https://employers.perceptionx.ai/company/bunge",
      "rankChange": null,
      "mentionCount": 2,
      "previousRank": null,
      "visibilityScore": 5.1
    }
  ],
  "lastUpdated": "2026-08-25",
  "previousMonth": "2026-03",
  "totalCompanies": 76,
  "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"
    ]
  }
}