{
  "slug": "linde",
  "month": "2026-04",
  "themes": {
    "Wellbeing & Balance": {
      "rank": 1,
      "score": 33.3
    },
    "Rewards & Recognition": {
      "rank": 7,
      "score": 33.3
    }
  },
  "company": "Linde",
  "country": "Germany",
  "history": [
    {
      "rank": 12,
      "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 is rarely surfaced in employer-related queries — candidates researching this industry are far more likely to encounter competitors first — ranking #12 out of 21 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, Claude, 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": "2026-07-28",
  "modelScores": {
    "chatgpt": 0,
    "googleAi": 12.5,
    "perplexity": 0
  },
  "overallRank": 389,
  "industryRank": 12,
  "mentionCount": 2,
  "otherIndustries": [
    {
      "industry": "Manufacturing & Industrial",
      "industryRank": 49,
      "visibilityScore": 2.1
    }
  ],
  "visibilityScore": 4.2,
  "totalCompaniesInCountry": 663,
  "totalCompaniesInIndustry": 21,
  "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"
    ]
  }
}