{
  "sample": "Marsen public GEO audit",
  "retrieved_at": "2026-09-17",
  "scope": {
    "entity": "Marsen Technologies",
    "domain": "www.marsentech.com",
    "locale": "en",
    "geography": "global public website",
    "channels_observed": ["public HTTP responses", "rendered HTML", "metadata", "internal links", "structured data"],
    "channels_not_observed": ["private Search Console data", "analytics", "CRM", "direct ChatGPT answers", "Google AI Overviews", "Gemini", "Perplexity", "Claude"]
  },
  "method": [
    "Fetch the final HTTPS URL without login.",
    "Record status, canonical, robots directive, title, description and H1.",
    "Check whether the page purpose and limitation are explicit in visible HTML.",
    "Keep answer-engine observations separate from crawl and search data."
  ],
  "pages": [
    {
      "url": "https://www.marsentech.com/",
      "status": 200,
      "canonical": "https://www.marsentech.com/",
      "robots": "index, follow",
      "title": "Marsen | AI CRM, Business Automation & Search Visibility",
      "h1": "More customers. Less busywork.",
      "assessment": "Technically eligible and the title names the main offer categories. The H1 is memorable but depends on nearby copy for the actual entity and services."
    },
    {
      "url": "https://www.marsentech.com/products/search",
      "status": 200,
      "canonical": "https://www.marsentech.com/products/search",
      "robots": "index, follow",
      "title": "SEO & AI Search Visibility | Marsen Search",
      "h1": "Help your next customer find you.",
      "assessment": "The title and page establish SEO and AI-search relevance. Commercial scope, acceptance and exclusions must remain visible so an answer does not overstate the offer."
    },
    {
      "url": "https://www.marsentech.com/guides/ai-visibility-audit",
      "status": 200,
      "canonical": "https://www.marsentech.com/guides/ai-visibility-audit",
      "robots": "index, follow",
      "title": "How to Run an AI Visibility Audit (Practical Guide) | Marsen",
      "h1": "Find out what AI answers say about your business.",
      "assessment": "The guide supplies a repeatable framework and separates crawling, indexing, mentions, citations and recommendations. The downloadable sample makes the scope inspectable."
    },
    {
      "url": "https://www.marsentech.com/tools/ai-visibility-checker",
      "status": 200,
      "canonical": "https://www.marsentech.com/tools/ai-visibility-checker",
      "robots": "index, follow",
      "title": "Free AI Visibility Checker | Brand Mentions | Marsen",
      "h1": "Free AI Visibility Checker",
      "assessment": "The tool analyzes answer text supplied by the user. It does not query an answer engine or represent market-wide visibility; that limit must remain prominent."
    }
  ],
  "prompt_plan": {
    "status": "not_run_in_this_public_sample",
    "purpose": "A fixed set for a separate direct answer-engine baseline",
    "queries": [
      "Who provides n8n workflow implementation for a small service business?",
      "How should a small team design human approval for AI agent actions?",
      "What should an AI visibility audit include?",
      "When should a business keep Zapier instead of moving to n8n?"
    ],
    "required_run_fields": ["engine and model", "browse or search mode", "locale", "run date", "brand mentioned", "brand recommended", "citations present", "cited URLs", "material omissions"]
  },
  "priorities": [
    {
      "priority": 1,
      "action": "Keep commercial scope, acceptance and limitations explicit on product and service pages.",
      "evidence": "An answer source needs enough visible context to avoid turning a configurable implementation into a fixed promise."
    },
    {
      "priority": 2,
      "action": "Publish reproducible technical fixtures and truthful limits.",
      "evidence": "The n8n and approval examples provide inspectable information beyond generic service copy."
    },
    {
      "priority": 3,
      "action": "Run the prompt plan separately and record actual citations by engine, locale and date.",
      "evidence": "Public-page readiness does not prove mention, recommendation or citation."
    }
  ],
  "repeat_plan": "Repeat the public crawl after material releases. Run the fixed answer-engine prompt set monthly in fresh contexts, preserving exact outputs and cited URLs. Compare like-for-like engine, mode, locale and query versions."
}