{
  "page": 1,
  "sort": "rank",
  "limit": 25,
  "month": "2026-08",
  "country": "Brazil",
  "industry": "Manufacturing & Industrial",
  "rankings": [
    {
      "rank": 1,
      "slug": "embraer",
      "company": "Embraer",
      "website": "embraer.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/embraer",
      "rankChange": 1,
      "mentionCount": 17,
      "previousRank": 2,
      "visibilityScore": 43.6
    },
    {
      "rank": 2,
      "slug": "bosch",
      "company": "Bosch",
      "website": "bosch.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/bosch",
      "rankChange": 14,
      "mentionCount": 13,
      "previousRank": 16,
      "visibilityScore": 33.3
    },
    {
      "rank": 3,
      "slug": "braskem",
      "company": "Braskem",
      "website": "braskem.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/braskem",
      "rankChange": 0,
      "mentionCount": 13,
      "previousRank": 3,
      "visibilityScore": 33.3
    },
    {
      "rank": 4,
      "slug": "volkswagen",
      "company": "Volkswagen",
      "website": "volkswagen.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/volkswagen",
      "rankChange": 28,
      "mentionCount": 13,
      "previousRank": 32,
      "visibilityScore": 33.3
    },
    {
      "rank": 5,
      "slug": "ambev",
      "company": "Ambev",
      "website": "ambev.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/ambev",
      "rankChange": -1,
      "mentionCount": 11,
      "previousRank": 4,
      "visibilityScore": 28.2
    },
    {
      "rank": 6,
      "slug": "vale",
      "company": "Vale",
      "website": "vale.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/vale",
      "rankChange": 5,
      "mentionCount": 11,
      "previousRank": 11,
      "visibilityScore": 28.2
    },
    {
      "rank": 7,
      "slug": "gerdau",
      "company": "Gerdau",
      "website": "gerdau.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/gerdau",
      "rankChange": -6,
      "mentionCount": 10,
      "previousRank": 1,
      "visibilityScore": 25.6
    },
    {
      "rank": 8,
      "slug": "petrobras",
      "company": "Petrobras",
      "website": "petrobras.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/petrobras",
      "rankChange": -1,
      "mentionCount": 10,
      "previousRank": 7,
      "visibilityScore": 25.6
    },
    {
      "rank": 9,
      "slug": "stellantis",
      "company": "Stellantis",
      "website": "stellantis.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/stellantis",
      "rankChange": null,
      "mentionCount": 8,
      "previousRank": null,
      "visibilityScore": 20.5
    },
    {
      "rank": 10,
      "slug": "weg",
      "company": "Weg",
      "website": "weg.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/weg",
      "rankChange": -5,
      "mentionCount": 8,
      "previousRank": 5,
      "visibilityScore": 20.5
    },
    {
      "rank": 11,
      "slug": "schneider-electric",
      "company": "Schneider Electric",
      "website": "schneiderelectric.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/schneider-electric",
      "rankChange": 8,
      "mentionCount": 7,
      "previousRank": 19,
      "visibilityScore": 17.9
    },
    {
      "rank": 12,
      "slug": "unilever",
      "company": "Unilever",
      "website": "unilever.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/unilever",
      "rankChange": null,
      "mentionCount": 7,
      "previousRank": null,
      "visibilityScore": 17.9
    },
    {
      "rank": 13,
      "slug": "volvo",
      "company": "Volvo",
      "website": "volvo.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/volvo",
      "rankChange": 57,
      "mentionCount": 7,
      "previousRank": 70,
      "visibilityScore": 17.9
    },
    {
      "rank": 14,
      "slug": "abb",
      "company": "Abb",
      "website": "abb.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/abb",
      "rankChange": 20,
      "mentionCount": 6,
      "previousRank": 34,
      "visibilityScore": 15.4
    },
    {
      "rank": 15,
      "slug": "suzano",
      "company": "Suzano",
      "website": "suzano.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/suzano",
      "rankChange": -7,
      "mentionCount": 6,
      "previousRank": 8,
      "visibilityScore": 15.4
    },
    {
      "rank": 16,
      "slug": "ab-inbev",
      "company": "Ab InBev",
      "website": "abinbev.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/ab-inbev",
      "rankChange": 10,
      "mentionCount": 5,
      "previousRank": 26,
      "visibilityScore": 12.8
    },
    {
      "rank": 17,
      "slug": "fiat",
      "company": "Fiat",
      "website": "fiat.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/fiat",
      "rankChange": null,
      "mentionCount": 5,
      "previousRank": null,
      "visibilityScore": 12.8
    },
    {
      "rank": 18,
      "slug": "general-motors",
      "company": "General Motors",
      "website": "gm.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/general-motors",
      "rankChange": -6,
      "mentionCount": 5,
      "previousRank": 12,
      "visibilityScore": 12.8
    },
    {
      "rank": 19,
      "slug": "natura-and-co",
      "company": "Natura & Co",
      "website": "naturaandco.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/natura-and-co",
      "rankChange": -13,
      "mentionCount": 5,
      "previousRank": 6,
      "visibilityScore": 12.8
    },
    {
      "rank": 20,
      "slug": "toyota",
      "company": "Toyota",
      "website": "toyota.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/toyota",
      "rankChange": 49,
      "mentionCount": 5,
      "previousRank": 69,
      "visibilityScore": 12.8
    },
    {
      "rank": 21,
      "slug": "3m",
      "company": "3M",
      "website": "3m.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/3m",
      "rankChange": 4,
      "mentionCount": 4,
      "previousRank": 25,
      "visibilityScore": 10.3
    },
    {
      "rank": 22,
      "slug": "basf",
      "company": "Basf",
      "website": "basf.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/basf",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 23,
      "slug": "caterpillar",
      "company": "Caterpillar",
      "website": "caterpillar.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/caterpillar",
      "rankChange": 4,
      "mentionCount": 4,
      "previousRank": 27,
      "visibilityScore": 10.3
    },
    {
      "rank": 24,
      "slug": "citroen",
      "company": "Citroën",
      "website": "citron.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/citroen",
      "rankChange": null,
      "mentionCount": 4,
      "previousRank": null,
      "visibilityScore": 10.3
    },
    {
      "rank": 25,
      "slug": "cnh-industrial",
      "company": "Cnh Industrial",
      "website": "cnhindustrial.com",
      "industry": "Manufacturing & Industrial",
      "profileUrl": "https://employers.perceptionx.ai/company/cnh-industrial",
      "rankChange": -4,
      "mentionCount": 4,
      "previousRank": 21,
      "visibilityScore": 10.3
    }
  ],
  "lastUpdated": "2026-08-25",
  "previousMonth": "2026-04",
  "totalCompanies": 105,
  "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"
    ]
  }
}