{
  "slug": "what-should-marketplaces-include-in-an-ai-visibility-report",
  "url": "https://answers.trakkr.ai/what-should-marketplaces-include-in-an-ai-visibility-report",
  "question": "What should marketplaces include in an AI visibility report?",
  "description": "Learn how to build an effective AI visibility report for marketplaces. Track brand mentions, citation rates, and competitor positioning across major AI platforms.",
  "summary": "Marketplaces must standardize AI visibility reports to track brand presence, citation accuracy, and competitive standing. Effective reporting connects prompt-based monitoring to actionable business metrics across platforms like ChatGPT, Gemini, and Perplexity.",
  "answer": "An effective AI visibility report for marketplaces must move beyond vanity metrics to focus on how AI answer engines interpret and present your brand to users. Start by documenting your brand's citation rates and source attribution across major platforms like ChatGPT, Claude, and Google AI Overviews. Include a comparative analysis of competitor share of voice for high-intent buyer prompts to identify where you are losing visibility. Finally, incorporate narrative and sentiment analysis to ensure that AI-generated responses accurately reflect your marketplace's value proposition. This data-driven approach allows teams to identify specific gaps in content strategy and technical accessibility that prevent your brand from being cited as a primary authority.",
  "keywords": [
    "what should marketplaces include in an ai visibility report",
    "ai visibility report",
    "ai platform monitoring",
    "citation intelligence"
  ],
  "keywordVariants": [
    "what should marketplaces include in an ai visibility report",
    "brand visibility in ai",
    "ai citation tracking",
    "marketplace ai strategy",
    "ai competitor analysis"
  ],
  "entities": [
    "ChatGPT",
    "Perplexity",
    "Google AI Overviews",
    "Microsoft Copilot",
    "Claude"
  ],
  "createdAt": "2025-12-14",
  "reviewedAt": "2026-04-24",
  "publishedAt": "2026-04-23",
  "articleSection": "Citation Intelligence",
  "tags": [
    "Citation Intelligence",
    "ChatGPT",
    "Claude",
    "Gemini",
    "Perplexity",
    "Microsoft Copilot"
  ],
  "author": {
    "id": "trakkr-research",
    "name": "Trakkr Research",
    "role": "Research team",
    "url": "https://answers.trakkr.ai/authors/trakkr-research/"
  },
  "collections": [
    {
      "slug": "collections/brand-defense",
      "title": "Brand Defense"
    },
    {
      "slug": "collections/citations",
      "title": "Citation Intelligence"
    },
    {
      "slug": "collections/reporting",
      "title": "Reporting And ROI"
    },
    {
      "slug": "platforms/chatgpt",
      "title": "ChatGPT Pages"
    },
    {
      "slug": "platforms/claude",
      "title": "Claude Pages"
    },
    {
      "slug": "platforms/copilot",
      "title": "Microsoft Copilot Pages"
    },
    {
      "slug": "platforms/gemini",
      "title": "Gemini Pages"
    },
    {
      "slug": "platforms/google-ai-overviews",
      "title": "Google AI Overviews Pages"
    },
    {
      "slug": "platforms/perplexity",
      "title": "Perplexity Pages"
    }
  ],
  "guides": [
    {
      "slug": "track-brand-mentions",
      "title": "How to track brand mentions across AI platforms",
      "url": "https://answers.trakkr.ai/guides/track-brand-mentions/"
    },
    {
      "slug": "citation-audits",
      "title": "How to audit citations, sources, and answer grounding",
      "url": "https://answers.trakkr.ai/guides/citation-audits/"
    },
    {
      "slug": "reporting-ai-visibility",
      "title": "How teams report AI visibility, traffic, and ROI",
      "url": "https://answers.trakkr.ai/guides/reporting-ai-visibility/"
    }
  ],
  "sources": [
    {
      "label": "Anthropic Claude",
      "url": "https://www.anthropic.com/claude",
      "type": "external-platform"
    },
    {
      "label": "Google Gemini",
      "url": "https://gemini.google.com/",
      "type": "external-platform"
    },
    {
      "label": "Microsoft Copilot",
      "url": "https://copilot.microsoft.com/",
      "type": "external-platform"
    },
    {
      "label": "OpenAI ChatGPT",
      "url": "https://openai.com/chatgpt",
      "type": "external-platform"
    },
    {
      "label": "Perplexity",
      "url": "https://www.perplexity.ai/",
      "type": "external-platform"
    },
    {
      "label": "Trakkr homepage",
      "url": "https://trakkr.ai",
      "type": "first-party"
    }
  ]
}