{
  "slug": "linde",
  "month": "2026-04",
  "status": "current",
  "themes": {
    "Wellbeing & Balance": {
      "rank": 2,
      "score": 33.3
    },
    "Rewards & Recognition": {
      "rank": 7,
      "score": 33.3
    }
  },
  "company": "Linde",
  "country": "Germany",
  "history": [
    {
      "rank": 14,
      "month": "2026-04",
      "visibilityScore": 4.2
    }
  ],
  "summary": "Linde is tracked across AI employer visibility rankings in the Oil & Gas sector. When candidates research the company through AI, it appears in a moderate share of employer-related queries — ranking #14 out of 26 Oil & Gas companies in the PerceptionX index.\n\nAI models most frequently position Linde alongside BP, RWE, and Shell when discussing Oil & Gas employers.\n\nThe company shows strongest employer visibility in Rewards & Recognition and Wellbeing & Balance. Visibility gaps exist in Application Process, Candidate Communication and Candidate Feedback, where competitors tend to dominate the AI narrative.\n\nThis analysis is based on AI-generated responses from ChatGPT, Google Gemini, and Perplexity. Data is refreshed regularly to reflect changes in AI employer perception.",
  "website": "linde.com",
  "industry": "Oil & Gas",
  "profileUrl": "https://employers.perceptionx.ai/company/linde",
  "lastUpdated": "2026-09-20",
  "modelScores": {
    "chatgpt": 0,
    "googleAi": 12.5,
    "perplexity": 0
  },
  "overallRank": 568,
  "industryRank": 14,
  "mentionCount": 2,
  "topCompetitors": [
    {
      "rank": 1,
      "slug": "bp",
      "company": "BP",
      "visibilityScore": 43.8
    },
    {
      "rank": 2,
      "slug": "rwe",
      "company": "RWE",
      "visibilityScore": 33.3
    },
    {
      "rank": 3,
      "slug": "shell",
      "company": "Shell",
      "visibilityScore": 18.8
    },
    {
      "rank": 4,
      "slug": "basf",
      "company": "Basf",
      "visibilityScore": 14.6
    },
    {
      "rank": 5,
      "slug": "enbw",
      "company": "Enbw",
      "visibilityScore": 12.5
    }
  ],
  "otherIndustries": [],
  "visibilityScore": 4.2,
  "totalCompaniesInCountry": 1336,
  "totalCompaniesInIndustry": 26,
  "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"
    ]
  }
}