{
  "articleSlug": "geo-handbook-08-reputation-mentions-sentiment",
  "checked": "2026-10-25",
  "sources": [
    {
      "id": 1,
      "publisher": "Google Search Central",
      "title": "Optimizing your website for generative AI features on Google Search",
      "url": "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
      "sourceDate": "2026-07-10",
      "dateType": "last_updated",
      "scope": "External mentions in Google generative search and guidance against inauthentic mentions.",
      "checked": "2026-10-25"
    },
    {
      "id": 2,
      "publisher": "BrightLocal",
      "title": "Local Consumer Review Survey 2026",
      "url": "https://www.brightlocal.com/research/local-consumer-review-survey/",
      "sourceDate": "2026-02-11",
      "dateType": "published",
      "scope": "Two selected review factors, 56% and 42%; US adult panel n=1002 via SurveyMonkey. Not Swiss or AI-ranking data.",
      "checked": "2026-10-25"
    },
    {
      "id": 3,
      "publisher": "Google Business Profile Help",
      "title": "Tips to improve your local ranking on Google",
      "url": "https://support.google.com/business/answer/7091?hl=en",
      "sourceDate": null,
      "dateType": "not_stated",
      "scope": "Relevance, distance and prominence in local Google results; links and reviews as prominence information.",
      "checked": "2026-10-25"
    },
    {
      "id": 4,
      "publisher": "Google Maps Content Policy",
      "title": "Prohibited & restricted content",
      "url": "https://support.google.com/contributionpolicy/answer/7400114?hl=en",
      "sourceDate": null,
      "dateType": "not_stated",
      "scope": "Real experiences, no incentives, no selective positive solicitation or required review content.",
      "checked": "2026-10-25"
    },
    {
      "id": 5,
      "publisher": "Google Business Profile Help",
      "title": "Manage customer reviews",
      "url": "https://support.google.com/business/answer/3474050?hl=en",
      "sourceDate": null,
      "dateType": "not_stated",
      "scope": "Replying to reviews and reporting policy violations.",
      "checked": "2026-10-25"
    },
    {
      "id": 6,
      "publisher": "Google Search Central",
      "title": "Spam policies for Google web search",
      "url": "https://developers.google.com/search/docs/essentials/spam-policies",
      "sourceDate": "2026-08-28",
      "dateType": "last_updated",
      "scope": "Link spam and qualification of advertising links.",
      "checked": "2026-10-25"
    }
  ],
  "method": {
    "type": "original_editorial_framework_with_external_survey",
    "limitations": [
      "No new AI measurement or audit of an actual company.",
      "External survey is US consumer self-report, not Swiss data.",
      "No causal claim about AI visibility, leads or revenue.",
      "Examples are fictional; the workflow is an editorial recommendation."
    ]
  },
  "charts": [
    {
      "id": "review-factors",
      "type": "external_survey",
      "sourceId": 2,
      "sourceUrl": "https://www.brightlocal.com/research/local-consumer-review-survey/",
      "published": "2026-02-11",
      "checked": "2026-10-25",
      "geography": "United States",
      "population": "Adults; publisher describes the panel as representative",
      "sampleSize": 1002,
      "collectionPlatform": "SurveyMonkey",
      "fieldworkDates": null,
      "fieldworkDateNote": "Exact fieldwork dates not stated in the methodology used.",
      "unit": "percent_of_respondents",
      "selection": "Two selected factors from the published table; not an exhaustive ranking or mutually exclusive categories.",
      "notMeasured": [
        "Swiss consumers",
        "AI ranking weights",
        "change in AI visibility",
        "leads",
        "revenue"
      ],
      "values": [
        {
          "id": "similar_experiences",
          "label_de": "Ähnliche Erfahrungen in anderen Bewertungen",
          "label_en": "Similar experiences in other reviews",
          "value": 56
        },
        {
          "id": "high_star_rating",
          "label_de": "Hohe Sternebewertung",
          "label_en": "High star rating",
          "value": 42
        }
      ]
    }
  ]
}