{
  "business": "Credentials",
  "slug": "credentials",
  "overall_score": 67,
  "grade": "C",
  "detected_website": "credentials.co",
  "engine_scores": {
    "chatgpt": {
      "score": 73,
      "summary": "Has a Wikipedia article — ChatGPT will identify the business confidently and pull from this entry. Also has web abstract coverage."
    },
    "perplexity": {
      "score": 73,
      "summary": "100 recent news citations — Perplexity will return current, link-cited info. Strong real-time visibility."
    },
    "gemini": {
      "score": 67,
      "summary": "Website detected but missing structured data. Gemini will return basic info — completeness depends on GBP setup."
    },
    "claude": {
      "score": 64,
      "summary": "Wikipedia + clean structured data — Claude will give a confident, well-sourced answer."
    },
    "copilot": {
      "score": 60,
      "summary": "Bing-indexed coverage exists. Copilot will return decent answers with citations."
    }
  },
  "signals": {
    "wikipedia": {
      "exists": true,
      "title": "Credential",
      "extract": "A credential is a piece of any document that details a qualification, competence, or authority issued to an individual by a third party with a relevant or de facto authority or assumed competence to do so.",
      "url": "https://en.wikipedia.org/wiki/Credential"
    },
    "news": {
      "count": 100,
      "recent": [
        "2 former Horry County officers permanently lose SC law enforcement credentials - WMBF",
        "AWS agentic platform by default leaves credentials vulnerable to exfiltration - Cybernews",
        "GitHub Enterprise adds credential inventory exports - The GitHub Blog"
      ]
    },
    "duckduckgo": {
      "hasInfobox": false,
      "hasAbstract": true,
      "hasRelated": false,
      "abstract": "A credential is a piece of any document that details a qualification, competence, or authority issued to an individual by a third party with a relevant or de facto authority or assumed competence to do so. Examples of credentials include academic diplomas, academic degrees, certi",
      "source": "Wikipedia"
    },
    "detectedWebsite": "credentials.co",
    "websiteTitle": "credentials.co - credentials Resources and Information.",
    "siteAudit": {
      "domain": "credentials.co",
      "url": "https://credentials.co",
      "score": 79,
      "is_blocked": false,
      "grade": "B",
      "breakdown": {
        "performance": {
          "score": 25,
          "max": 25,
          "ttfb_ms": 124,
          "page_bytes": 3018
        },
        "seo": {
          "score": 18,
          "max": 25
        },
        "mobile": {
          "score": 20,
          "max": 20
        },
        "security": {
          "score": 14,
          "max": 15
        },
        "aeo": {
          "score": 2,
          "max": 15
        }
      },
      "findings": [
        "Meta description length is 193 chars (target 120-160)",
        "No <h1> heading — major SEO signal missing",
        "No structured data (JSON-LD/schema) — invisible to ChatGPT, Perplexity, Gemini",
        "Missing og:image — when shared on social, no preview image appears"
      ],
      "audited_at": "2026-09-22 13:42:53",
      "badge_url": "https://fivedaylaunch.com/badge/credentials.co.svg",
      "page_url": "https://fivedaylaunch.com/sites/credentials.co",
      "powered_by": "fivedaylaunch.com — attribution required on free tier (link back to /sites/credentials.co)"
    },
    "question_results": [
      {
        "q_id": "identity",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Wikipedia identifies this as: \"A credential is a piece of any document that details a qualification, competence, or authority issued to an individual by a third party with a relevan...\"",
        "gap": "No gap."
      },
      {
        "q_id": "services",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Inferred from website title and content.",
        "gap": "No gap."
      },
      {
        "q_id": "reviews",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "100 news mentions provide some sentiment signal.",
        "gap": "No gap."
      },
      {
        "q_id": "pricing",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Pricing data depends on whether website lists prices clearly.",
        "gap": "Depends on website pricing transparency."
      },
      {
        "q_id": "location",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Location not in major AI knowledge bases.",
        "gap": "No GBP / DDG infobox — Gemini and Copilot lack location data."
      },
      {
        "q_id": "different",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Wikipedia article may provide context on positioning.",
        "gap": "Minor gap."
      },
      {
        "q_id": "trust",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Multiple trust signals present (Wikipedia / news / website).",
        "gap": "Add diverse trust signals — website + reviews + press + Wikipedia."
      },
      {
        "q_id": "sources",
        "best_engine": "chatgpt",
        "worst_engine": "copilot",
        "best_response": "Wikipedia, 100 news articles, Own website",
        "gap": "No gap."
      }
    ]
  },
  "findings": [
    "Website lacks structured data (JSON-LD). All 5 AI engines weight this heavily for confident citation."
  ],
  "fixes": [
    "Add LocalBusiness or Organization JSON-LD schema to the homepage (name, address, telephone, founder, services, hours). Single biggest AEO lever.",
    "Claim and complete a Google Business Profile + verify the address. Gemini and Bing Copilot both pull from this directly.",
    "Add a clear \"About\" page on the website with founding story, leadership names, address, and founding year. AI engines weight first-party authority pages heavily."
  ],
  "audited_at": "2026-09-22 13:42:53",
  "page_url": "https://fivedaylaunch.com/ai/credentials",
  "method": "deterministic — no LLM tokens used",
  "powered_by": "fivedaylaunch.com"
}