market llm visibility derived

{
  "input": {
    "type": "http",
    "method": "GET",
    "queryParams": {
      "lang": "en",
      "brand": "Acme Plumbing",
      "topic": "emergency plumber Manchester UK"
    }
  },
  "output": {
    "type": "json",
    "example": {
      "disclaimer": "AI citation patterns change frequently. Re-assess monthly as LLM training and retrieval methods evolve.",
      "quick_wins": [
        {
          "action": "Add an FAQPage schema block to the service page",
          "effort": "low",
          "how_to": "Mark up the 5 most common customer questions with FAQPage schema",
          "impact": "medium"
        }
      ],
      "eat_signals": {
        "expertise": "Add technician credentials and years-in-business",
        "trustworthiness": "Display licensing info and verified reviews prominently",
        "authoritativeness": "Earn citations from local news or trade directories"
      },
      "amazon_search": "The Art of SEO by Eric Enge",
      "schema_markup": {
        "why": "Structured data helps AI systems extract and attribute answers",
        "priority_pages": "Homepage and primary service pages",
        "recommended_types": [
          "FAQPage",
          "LocalBusiness"
        ]
      },
      "six_week_plan": [
        {
          "week": "1-2",
          "action": "Publish FAQ page with schema markup"
        },
        {
          "week": "3-4",
          "action": "Add pricing transparency page"
        }
      ],
      "competitor_gap": "Top local competitors publish pricing ranges directly on their sites, which AI systems favor when answering cost questions",
      "why_it_matters": "AI Overviews and chat assistants increasingly answer local-service queries before a user ever clicks a search result",
      "llm_citation_factors": [
        {
          "score": "low",
          "factor": "Structured FAQ content answering direct customer questions",
          "what_to_do": "Publish a dedicated FAQ page with question-form headings"
        }
      ],
      "visibility_assessment": "Low — no evidence this brand is currently surfaced in AI-generated answers for its core service category",
      "content_types_ai_favors": [
        "Direct-answer FAQs",
        "Step-by-step how-to content",
        "Pricing transparency pages"
      ]
    }
  }
}