Kat3x Knowledge

KAT3X Hidden Pattern Analysis

Updated: 2026-03-29
{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "KAT3X Hidden Pattern Analysis",
  "description": "Hidden patterns in AI understanding failures. Includes Articulation Gap analysis, Compound Failure Patterns, and structural weakness distributions. Aggregate data from >6,000 Visibility Scans.",
  "version": "1.0",
  "datePublished": "2026-03-29",
  "license": "proprietary-aggregate",
  "creator": {
    "@type": "Organization",
    "name": "KAT3X",
    "url": "https://kat3x.com"
  },
  "methodology": "https://kat3x.com/knowledge/market-scan-methodology.txt",
  "glossary": "https://kat3x.com/knowledge/glossary-extended.txt",
  "isPartOf": {
    "@type": "DataCatalog",
    "name": "KAT3X Market Scan",
    "url": "https://kat3x.com/knowledge/market-scan.txt"
  },
  "_data": {
    "Articulation Gap": {
      "GLOBAL": {
        "full_gap_count": ">300",
        "full_gap_pct": "6.3%",
        "partial_gap_count": ">1,000",
        "partial_gap_pct": "22.6%",
        "fully_articulated_count": "~40",
        "fully_articulated_pct": "0.7%",
        "incoherent_count": ">700",
        "knows_self_count": ">3,000",
        "knows_self_pct": "50.9%"
      },
      "full_gap": {
        "critical_rate": "27.3%",
        "visible_rate": "0.0%",
        "n": ">300"
      },
      "partial_gap": {
        "critical_rate": "23.2%",
        "visible_rate": "0.5%",
        "n": ">1,000"
      },
      "articulated": {
        "critical_rate": "0.0%",
        "visible_rate": "66.7%",
        "n": "~40"
      },
      "incoherent": {
        "critical_rate": "92.9%",
        "visible_rate": "0.0%",
        "n": ">700"
      }
    },
    "Articulation Gap by Sector": {
      "Altro": {
        "full_gap_pct": "3.7%",
        "knows_self_pct": "50.3%",
        "n": ">500"
      },
      "Automazione & Robotica": {
        "full_gap_pct": "3.1%",
        "knows_self_pct": "42.7%",
        "n": ">200"
      },
      "Calzature & Moda": {
        "full_gap_pct": "1.3%",
        "knows_self_pct": "3.2%",
        "n": ">100"
      },
      "Carrozzerie": {
        "full_gap_pct": "16.3%",
        "knows_self_pct": "50.1%",
        "n": ">300"
      },
      "Chirurgia Estetica": {
        "full_gap_pct": "2.4%",
        "knows_self_pct": "61.4%",
        "n": ">300"
      },
      "Commercialisti": {
        "full_gap_pct": "7.3%",
        "knows_self_pct": "46.6%",
        "n": ">700"
      },
      "Concessionarie Auto": {
        "full_gap_pct": "3.4%",
        "knows_self_pct": "44.4%",
        "n": ">400"
      },
      "Consulenza Finanziaria": {
        "full_gap_pct": "3.6%",
        "knows_self_pct": "51.3%",
        "n": ">400"
      },
      "Design & Arredamento": {
        "full_gap_pct": "1.1%",
        "knows_self_pct": "20.7%",
        "n": ">100"
      },
      "Edilizia & Costruzioni": {
        "full_gap_pct": "15.8%",
        "knows_self_pct": "50.8%",
        "n": ">500"
      },
      "Fisioterapia & Clinica": {
        "full_gap_pct": "3.0%",
        "knows_self_pct": "79.7%",
        "n": ">100"
      },
      "Fitness & Sport": {
        "full_gap_pct": "1.6%",
        "knows_self_pct": "4.8%",
        "n": "~60"
      },
      "Macchine Agricole": {
        "full_gap_pct": "10.6%",
        "knows_self_pct": "60.6%",
        "n": ">100"
      },
      "Macchine Alimentari": {
        "full_gap_pct": "6.6%",
        "knows_self_pct": "52.5%",
        "n": ">100"
      },
      "Meccanica Industriale": {
        "full_gap_pct": "5.0%",
        "knows_self_pct": "46.9%",
        "n": ">300"
      },
      "Occhialeria": {
        "full_gap_pct": "1.5%",
        "knows_self_pct": "17.6%",
        "n": "~70"
      },
      "Odontoiatria": {
        "full_gap_pct": "2.6%",
        "knows_self_pct": "74.1%",
        "n": ">100"
      },
      "Ristorazione Gourmet": {
        "full_gap_pct": "2.0%",
        "knows_self_pct": "39.0%",
        "n": ">100"
      },
      "Serramenti & Infissi": {
        "full_gap_pct": "11.6%",
        "knows_self_pct": "66.0%",
        "n": ">200"
      },
      "Veterinaria": {
        "full_gap_pct": "8.8%",
        "knows_self_pct": "50.9%",
        "n": ">200"
      },
      "Web Agency & Marketing": {
        "full_gap_pct": "2.8%",
        "knows_self_pct": "77.1%",
        "n": ">500"
      }
    },
    "Compound Failure Pattern": {
      "controlled_vocabulary": {
        "count": ">3,000",
        "pct_of_all": "56.2%",
        "critical_rate": "56.7%"
      },
      "machine_readability": {
        "count": ">3,000",
        "pct_of_all": "55.1%",
        "critical_rate": "58.1%"
      },
      "controlled_vocabulary+machine_readability": {
        "count": ">2,000",
        "pct_of_all": "36.7%",
        "critical_rate": "70.7%"
      },
      "terminology": {
        "count": ">1,000",
        "pct_of_all": "21.0%",
        "critical_rate": "86.2%"
      },
      "controlled_vocabulary+terminology": {
        "count": ">1,000",
        "pct_of_all": "20.9%",
        "critical_rate": "86.7%"
      },
      "distinguishability": {
        "count": ">1,000",
        "pct_of_all": "20.3%",
        "critical_rate": "89.8%"
      },
      "controlled_vocabulary+distinguishability": {
        "count": ">1,000",
        "pct_of_all": "19.8%",
        "critical_rate": "90.9%"
      },
      "machine_readability+terminology": {
        "count": ">1,000",
        "pct_of_all": "18.3%",
        "critical_rate": "91.5%"
      },
      "controlled_vocabulary+machine_readability+terminology": {
        "count": ">1,000",
        "pct_of_all": "18.2%",
        "critical_rate": "91.9%"
      },
      "distinguishability+machine_readability": {
        "count": ">1,000",
        "pct_of_all": "18.0%",
        "critical_rate": "94.6%"
      },
      "controlled_vocabulary+distinguishability+machine_readability": {
        "count": ">1,000",
        "pct_of_all": "17.7%",
        "critical_rate": "95.4%"
      },
      "distinguishability+terminology": {
        "count": ">1,000",
        "pct_of_all": "16.8%",
        "critical_rate": "93.5%"
      },
      "controlled_vocabulary+distinguishability+terminology": {
        "count": ">1,000",
        "pct_of_all": "16.8%",
        "critical_rate": "93.8%"
      },
      "distinguishability+machine_readability+terminology": {
        "count": ">900",
        "pct_of_all": "15.1%",
        "critical_rate": "97.7%"
      },
      "coherence": {
        "count": ">700",
        "pct_of_all": "12.7%",
        "critical_rate": "92.9%"
      },
      "coherence+machine_readability": {
        "count": ">700",
        "pct_of_all": "12.3%",
        "critical_rate": "93.9%"
      },
      "coherence+controlled_vocabulary": {
        "count": ">700",
        "pct_of_all": "11.5%",
        "critical_rate": "96.0%"
      },
      "coherence+controlled_vocabulary+machine_readability": {
        "count": ">600",
        "pct_of_all": "11.2%",
        "critical_rate": "96.5%"
      },
      "coherence+terminology": {
        "count": ">500",
        "pct_of_all": "9.4%",
        "critical_rate": "99.1%"
      },
      "coherence+controlled_vocabulary+terminology": {
        "count": ">500",
        "pct_of_all": "9.4%",
        "critical_rate": "99.3%"
      },
      "coherence+machine_readability+terminology": {
        "count": ">500",
        "pct_of_all": "9.2%",
        "critical_rate": "99.6%"
      },
      "coherence+distinguishability": {
        "count": ">500",
        "pct_of_all": "9.1%",
        "critical_rate": "98.6%"
      },
      "coherence+controlled_vocabulary+distinguishability": {
        "count": ">500",
        "pct_of_all": "9.0%",
        "critical_rate": "99.3%"
      },
      "coherence+distinguishability+machine_readability": {
        "count": ">500",
        "pct_of_all": "8.8%",
        "critical_rate": "99.4%"
      },
      "coherence+distinguishability+terminology": {
        "count": ">500",
        "pct_of_all": "8.5%",
        "critical_rate": "99.4%"
      },
      "scope": {
        "count": "~20",
        "pct_of_all": "0.3%",
        "critical_rate": "57.9%"
      },
      "controlled_vocabulary+scope": {
        "count": "9",
        "pct_of_all": "0.1%",
        "critical_rate": "100.0%"
      },
      "coherence+scope": {
        "count": "8",
        "pct_of_all": "0.1%",
        "critical_rate": "100.0%"
      },
      "distinguishability+scope": {
        "count": "8",
        "pct_of_all": "0.1%",
        "critical_rate": "87.5%"
      },
      "machine_readability+scope": {
        "count": "8",
        "pct_of_all": "0.1%",
        "critical_rate": "87.5%"
      },
      "ALL_FAIL": {
        "count": "4",
        "pct": "0.1%",
        "critical_rate": "100.0%"
      },
      "ZERO_FAIL": {
        "count": ">1,000",
        "pct": "25.1%",
        "visible_rate": "5.5%"
      }
    },
    "Silver Bullet": {
      "terminology": {
        "only_this_failing_count": "1",
        "only_this_failing_pct": "0.0%",
        "near_miss_blocked_by_this": "0",
        "market_pass_rate": "5.3%",
        "market_fail_rate": "21.0%"
      },
      "distinguishability": {
        "only_this_failing_count": "5",
        "only_this_failing_pct": "0.1%",
        "near_miss_blocked_by_this": "2",
        "market_pass_rate": "4.1%",
        "market_fail_rate": "20.3%"
      },
      "coherence": {
        "only_this_failing_count": "3",
        "only_this_failing_pct": "0.0%",
        "near_miss_blocked_by_this": "2",
        "market_pass_rate": "64.8%",
        "market_fail_rate": "12.7%"
      },
      "machine_readability": {
        "only_this_failing_count": ">1,000",
        "only_this_failing_pct": "16.9%",
        "near_miss_blocked_by_this": ">300",
        "market_pass_rate": "1.5%",
        "market_fail_rate": "55.1%"
      },
      "controlled_vocabulary": {
        "only_this_failing_count": ">900",
        "only_this_failing_pct": "16.2%",
        "near_miss_blocked_by_this": ">200",
        "market_pass_rate": "3.4%",
        "market_fail_rate": "56.2%"
      },
      "scope": {
        "only_this_failing_count": "7",
        "only_this_failing_pct": "0.1%",
        "near_miss_blocked_by_this": "4",
        "market_pass_rate": "67.8%",
        "market_fail_rate": "0.3%"
      }
    },
    "Confident Hallucination": {
      "GLOBAL": {
        "total_questions": ">30,000",
        "hallucination_count": "~80",
        "hallucination_rate": "0.3%",
        "companies_affected": "~80",
        "companies_affected_pct": "1.4%"
      }
    },
    "Confident Hallucination by Band": {
      "DOMINANT": {
        "companies_affected": "0",
        "rate": "0.0%"
      },
      "SOLID": {
        "companies_affected": "0",
        "rate": "0.0%"
      },
      "DEVELOPING": {
        "companies_affected": "~30",
        "rate": "1.1%"
      },
      "WEAK": {
        "companies_affected": "~10",
        "rate": "1.7%"
      },
      "CRITICAL": {
        "companies_affected": "~40",
        "rate": "1.6%"
      }
    },
    "Hallucination by Category": {
      "Posizionamento Competitivo": {
        "count": "8",
        "pct": "9.6%"
      },
      "Competitor Shadow": {
        "count": "4",
        "pct": "4.8%"
      },
      "Competitiva": {
        "count": "3",
        "pct": "3.6%"
      },
      "Consulenza Fiscale": {
        "count": "3",
        "pct": "3.6%"
      },
      "Posizionamento competitivo": {
        "count": "2",
        "pct": "2.4%"
      },
      "Generale": {
        "count": "2",
        "pct": "2.4%"
      },
      "Chirurgia Estetica": {
        "count": "2",
        "pct": "2.4%"
      },
      "Consulenza finanziaria generale": {
        "count": "2",
        "pct": "2.4%"
      },
      "Serramenti e Infissi": {
        "count": "2",
        "pct": "2.4%"
      },
      "Calzature": {
        "count": "1",
        "pct": "1.2%"
      }
    },
    "Hallucination by Sector": {
      "Agenzie Viaggio": {
        "count": "0",
        "rate": "0.0%"
      },
      "Altro": {
        "count": "9",
        "rate": "0.3%"
      },
      "Automazione & Robotica": {
        "count": "2",
        "rate": "0.1%"
      },
      "Calzature & Moda": {
        "count": "1",
        "rate": "0.1%"
      },
      "Carrozzerie": {
        "count": "6",
        "rate": "0.3%"
      },
      "Chirurgia Estetica": {
        "count": "6",
        "rate": "0.4%"
      },
      "Commercialisti": {
        "count": "~20",
        "rate": "0.5%"
      },
      "Concessionarie Auto": {
        "count": "3",
        "rate": "0.1%"
      },
      "Consulenza Finanziaria": {
        "count": "9",
        "rate": "0.4%"
      },
      "Design & Arredamento": {
        "count": "0",
        "rate": "0.0%"
      },
      "Edilizia & Costruzioni": {
        "count": "5",
        "rate": "0.2%"
      },
      "Fisioterapia & Clinica": {
        "count": "1",
        "rate": "0.2%"
      },
      "Fitness & Sport": {
        "count": "0",
        "rate": "0.0%"
      },
      "Macchine Agricole": {
        "count": "0",
        "rate": "0.0%"
      },
      "Macchine Alimentari": {
        "count": "1",
        "rate": "0.2%"
      },
      "Meccanica Industriale": {
        "count": "0",
        "rate": "0.0%"
      },
      "Occhialeria": {
        "count": "1",
        "rate": "0.3%"
      },
      "Odontoiatria": {
        "count": "4",
        "rate": "0.4%"
      },
      "Ristorazione Gourmet": {
        "count": "2",
        "rate": "0.4%"
      },
      "Serramenti & Infissi": {
        "count": "4",
        "rate": "0.3%"
      },
      "Veterinaria": {
        "count": "6",
        "rate": "0.5%"
      },
      "Web Agency & Marketing": {
        "count": "7",
        "rate": "0.3%"
      }
    },
    "Website Effect": {
      "paradox": {
        "n": ">400",
        "critical_rate": "71.6%",
        "visible_rate": "0.5%",
        "avg_p4_correct": "0.432"
      },
      "reachable": {
        "n": ">3,000",
        "critical_rate": "22.1%",
        "visible_rate": "2.2%",
        "avg_p4_correct": "1.312"
      },
      "no_site": {
        "n": ">1,000",
        "critical_rate": "77.3%",
        "visible_rate": "0.5%",
        "avg_p4_correct": "0.376"
      }
    },
    "Paradox By Sector": {
      "Agenzie Viaggio": {
        "paradox_count": "2",
        "paradox_rate": "50.0%"
      },
      "Altro": {
        "paradox_count": "~40",
        "paradox_rate": "8.5%"
      },
      "Automazione & Robotica": {
        "paradox_count": "~20",
        "paradox_rate": "6.0%"
      },
      "Carrozzerie": {
        "paradox_count": "~20",
        "paradox_rate": "8.6%"
      },
      "Chirurgia Estetica": {
        "paradox_count": "~50",
        "paradox_rate": "18.5%"
      },
      "Commercialisti": {
        "paradox_count": "~70",
        "paradox_rate": "15.0%"
      },
      "Concessionarie Auto": {
        "paradox_count": "~30",
        "paradox_rate": "18.1%"
      },
      "Consulenza Finanziaria": {
        "paradox_count": "~40",
        "paradox_rate": "14.3%"
      },
      "Design & Arredamento": {
        "paradox_count": "2",
        "paradox_rate": "3.5%"
      },
      "Edilizia & Costruzioni": {
        "paradox_count": "~60",
        "paradox_rate": "12.4%"
      },
      "Fisioterapia & Clinica": {
        "paradox_count": "~20",
        "paradox_rate": "12.3%"
      },
      "Macchine Agricole": {
        "paradox_count": "~10",
        "paradox_rate": "10.2%"
      },
      "Macchine Alimentari": {
        "paradox_count": "7",
        "paradox_rate": "6.3%"
      },
      "Meccanica Industriale": {
        "paradox_count": "~20",
        "paradox_rate": "8.1%"
      },
      "Occhialeria": {
        "paradox_count": "2",
        "paradox_rate": "9.1%"
      },
      "Odontoiatria": {
        "paradox_count": "~20",
        "paradox_rate": "9.8%"
      },
      "Ristorazione Gourmet": {
        "paradox_count": "0",
        "paradox_rate": "0.0%"
      },
      "Serramenti & Infissi": {
        "paradox_count": "~10",
        "paradox_rate": "4.7%"
      },
      "Veterinaria": {
        "paradox_count": "~10",
        "paradox_rate": "6.8%"
      },
      "Web Agency & Marketing": {
        "paradox_count": "~20",
        "paradox_rate": "3.5%"
      }
    },
    "Fragile Visibility": {
      "top_companies": {
        "count": "0",
        "pct_of_top": "0.0%"
      },
      "developing": {
        "count": "~90"
      },
      "critical": {
        "count": "~10"
      }
    },
    "Fragile Visibility by Band": {
      "DOMINANT": {
        "fragile_question_count": "0",
        "fragile_question_rate": "0.0%"
      },
      "SOLID": {
        "fragile_question_count": "0",
        "fragile_question_rate": "0.0%"
      },
      "DEVELOPING": {
        "fragile_question_count": ">100",
        "fragile_question_rate": "0.7%"
      },
      "WEAK": {
        "fragile_question_count": "~30",
        "fragile_question_rate": "0.9%"
      },
      "CRITICAL": {
        "fragile_question_count": "~20",
        "fragile_question_rate": "0.1%"
      }
    },
    "Question Category Analysis": {
      "Competitor Analysis": {
        "total": "~60",
        "correct_pct": "0.0%",
        "wrong_pct": "69.4%",
        "shadow_rate": "98.4%"
      },
      "Competitiva": {
        "total": ">100",
        "correct_pct": "0.0%",
        "wrong_pct": "60.0%",
        "shadow_rate": "95.3%"
      },
      "Competitor Shadow": {
        "total": ">200",
        "correct_pct": "4.9%",
        "wrong_pct": "56.5%",
        "shadow_rate": "100.0%"
      },
      "Generale/Competitiva": {
        "total": "~60",
        "correct_pct": "1.6%",
        "wrong_pct": "51.6%",
        "shadow_rate": "100.0%"
      },
      "Posizionamento competitivo": {
        "total": ">300",
        "correct_pct": "4.1%",
        "wrong_pct": "49.1%",
        "shadow_rate": "93.6%"
      },
      "Posizionamento Competitivo": {
        "total": ">900",
        "correct_pct": "2.4%",
        "wrong_pct": "46.7%",
        "shadow_rate": "91.8%"
      },
      "Competitivo": {
        "total": "~60",
        "correct_pct": "3.1%",
        "wrong_pct": "45.3%",
        "shadow_rate": "95.3%"
      },
      "Consulenza finanziaria generale": {
        "total": "~60",
        "correct_pct": "6.6%",
        "wrong_pct": "37.7%",
        "shadow_rate": "42.6%"
      },
      "Generale": {
        "total": ">200",
        "correct_pct": "14.8%",
        "wrong_pct": "35.0%",
        "shadow_rate": "63.7%"
      },
      "Carrozzeria": {
        "total": "~60",
        "correct_pct": "9.1%",
        "wrong_pct": "29.1%",
        "shadow_rate": "38.2%"
      },
      "Consulenza Finanziaria Generale": {
        "total": "~80",
        "correct_pct": "5.1%",
        "wrong_pct": "28.2%",
        "shadow_rate": "34.6%"
      },
      "Arredamento Contract": {
        "total": ">200",
        "correct_pct": "17.2%",
        "wrong_pct": "26.0%",
        "shadow_rate": "43.2%"
      },
      "Serramenti e Infissi": {
        "total": ">100",
        "correct_pct": "14.5%",
        "wrong_pct": "24.5%",
        "shadow_rate": "34.5%"
      },
      "Vendita Auto": {
        "total": ">100",
        "correct_pct": "3.8%",
        "wrong_pct": "22.7%",
        "shadow_rate": "29.5%"
      },
      "Vendita auto": {
        "total": "~60",
        "correct_pct": "5.3%",
        "wrong_pct": "19.3%",
        "shadow_rate": "29.8%"
      },
      "Consulenza finanziaria": {
        "total": "~80",
        "correct_pct": "7.2%",
        "wrong_pct": "18.1%",
        "shadow_rate": "39.8%"
      },
      "Consulenza Finanziaria": {
        "total": ">100",
        "correct_pct": "18.4%",
        "wrong_pct": "15.8%",
        "shadow_rate": "34.8%"
      },
      "Lavorazioni Meccaniche di Precisione": {
        "total": "~100",
        "correct_pct": "25.3%",
        "wrong_pct": "15.8%",
        "shadow_rate": "24.2%"
      },
      "Automazione Industriale": {
        "total": ">200",
        "correct_pct": "15.6%",
        "wrong_pct": "15.6%",
        "shadow_rate": "35.7%"
      },
      "Chirurgia Estetica": {
        "total": ">200",
        "correct_pct": "14.0%",
        "wrong_pct": "15.4%",
        "shadow_rate": "33.5%"
      }
    },
    "Killer Categories": {
      "Competitor Analysis": {
        "wrong_pct": "69.4%",
        "total": "~60"
      },
      "Competizione": {
        "wrong_pct": "68.1%",
        "total": "~50"
      },
      "Competitiva": {
        "wrong_pct": "60.0%",
        "total": ">100"
      },
      "Competitor Shadow": {
        "wrong_pct": "56.5%",
        "total": ">200"
      },
      "Generale/Competitiva": {
        "wrong_pct": "51.6%",
        "total": "~60"
      }
    },
    "Shadow-Heavy Categories": {
      "Competitor Shadow": {
        "shadow_rate": "100.0%",
        "total": ">200"
      },
      "Competizione": {
        "shadow_rate": "100.0%",
        "total": "~50"
      },
      "Generale/Competitiva": {
        "shadow_rate": "100.0%",
        "total": "~60"
      },
      "Competitor Analysis": {
        "shadow_rate": "98.4%",
        "total": "~60"
      },
      "Competitiva": {
        "shadow_rate": "95.3%",
        "total": ">100"
      },
      "Competitivo": {
        "shadow_rate": "95.3%",
        "total": "~60"
      },
      "Posizionamento competitivo": {
        "shadow_rate": "93.6%",
        "total": ">300"
      },
      "Posizionamento Competitivo": {
        "shadow_rate": "91.8%",
        "total": ">900"
      },
      "Generale": {
        "shadow_rate": "63.7%",
        "total": ">200"
      },
      "Edilizia Generale": {
        "shadow_rate": "52.9%",
        "total": "~30"
      }
    },
    "Category Coverage": {
      "n_cats_1": {
        "count": "4",
        "visible_rate": "0.0%",
        "critical_rate": "100.0%",
        "avg_p4_correct": "0.0"
      },
      "n_cats_2": {
        "count": "~40",
        "visible_rate": "2.4%",
        "critical_rate": "47.6%",
        "avg_p4_correct": "0.881"
      },
      "n_cats_3": {
        "count": ">3,000",
        "visible_rate": "1.1%",
        "critical_rate": "46.5%",
        "avg_p4_correct": "0.891"
      },
      "n_cats_4": {
        "count": ">1,000",
        "visible_rate": "2.6%",
        "critical_rate": "35.0%",
        "avg_p4_correct": "1.093"
      },
      "n_cats_5": {
        "count": ">600",
        "visible_rate": "1.9%",
        "critical_rate": "34.1%",
        "avg_p4_correct": "1.141"
      },
      "n_cats_6": {
        "count": ">100",
        "visible_rate": "1.4%",
        "critical_rate": "28.4%",
        "avg_p4_correct": "1.113"
      },
      "n_cats_7": {
        "count": "~50",
        "visible_rate": "0.0%",
        "critical_rate": "27.5%",
        "avg_p4_correct": "1.059"
      }
    },
    "Temporal Pattern": {
      "2026-03": {
        "n": ">6,000",
        "visible_pct": "1.6%",
        "critical_pct": "41.7%",
        "avg_p4_correct": "0.977"
      }
    },
    "Batch Pattern": {
      "id_1-500": {
        "n": ">400",
        "visible_pct": "0.8%",
        "critical_pct": "54.4%"
      },
      "id_501-1000": {
        "n": ">400",
        "visible_pct": "2.0%",
        "critical_pct": "31.4%"
      },
      "id_1001-1500": {
        "n": ">400",
        "visible_pct": "0.6%",
        "critical_pct": "50.0%"
      },
      "id_1501-2000": {
        "n": ">400",
        "visible_pct": "0.7%",
        "critical_pct": "64.2%"
      },
      "id_2001-2500": {
        "n": ">400",
        "visible_pct": "2.9%",
        "critical_pct": "44.2%"
      },
      "id_2501-3000": {
        "n": ">400",
        "visible_pct": "3.7%",
        "critical_pct": "42.6%"
      },
      "id_3001-3500": {
        "n": ">400",
        "visible_pct": "3.3%",
        "critical_pct": "29.2%"
      },
      "id_3501-4000": {
        "n": ">200",
        "visible_pct": "0.9%",
        "critical_pct": "24.0%"
      },
      "id_4001-4500": {
        "n": ">100",
        "visible_pct": "0.6%",
        "critical_pct": "33.5%"
      },
      "id_4501-5000": {
        "n": ">300",
        "visible_pct": "1.2%",
        "critical_pct": "33.3%"
      },
      "id_5001-5500": {
        "n": ">200",
        "visible_pct": "3.0%",
        "critical_pct": "36.0%"
      },
      "id_5501-6000": {
        "n": ">200",
        "visible_pct": "3.1%",
        "critical_pct": "23.3%"
      },
      "id_6001-6500": {
        "n": ">200",
        "visible_pct": "0.0%",
        "critical_pct": "33.7%"
      },
      "id_6501-7000": {
        "n": ">200",
        "visible_pct": "0.5%",
        "critical_pct": "52.0%"
      },
      "id_7001-7500": {
        "n": ">200",
        "visible_pct": "1.4%",
        "critical_pct": "41.2%"
      },
      "id_7501-8000": {
        "n": ">400",
        "visible_pct": "0.4%",
        "critical_pct": "36.9%"
      },
      "id_8001-8500": {
        "n": ">100",
        "visible_pct": "0.6%",
        "critical_pct": "48.1%"
      },
      "id_8501-9000": {
        "n": ">100",
        "visible_pct": "0.0%",
        "critical_pct": "65.8%"
      }
    },
    "Pages vs Accuracy": {
      "0_pages": {
        "count": ">2,000",
        "visible_rate": "0.4%",
        "critical_rate": "76.5%",
        "avg_p4_correct": "0.377",
        "avg_p2_fail": "2.885"
      },
      "1_page": {
        "count": "~80",
        "visible_rate": "0.0%",
        "critical_rate": "45.7%",
        "avg_p4_correct": "0.975",
        "avg_p2_fail": "2.099"
      },
      "2_pages": {
        "count": "8",
        "visible_rate": "0.0%",
        "critical_rate": "0.0%",
        "avg_p4_correct": "2.0",
        "avg_p2_fail": "2.0"
      },
      "3_pages": {
        "count": ">2,000",
        "visible_rate": "1.4%",
        "critical_rate": "24.8%",
        "avg_p4_correct": "1.23",
        "avg_p2_fail": "1.094"
      },
      "4+_pages": {
        "count": ">1,000",
        "visible_rate": "3.9%",
        "critical_rate": "16.9%",
        "avg_p4_correct": "1.468",
        "avg_p2_fail": "0.689"
      }
    },
    "Live Content Ratio": {
      "no_live": {
        "count": ">2,000",
        "visible_rate": "0.4%",
        "critical_rate": "76.5%",
        "avg_p4_correct": "0.378"
      },
      "mixed": {
        "count": "6",
        "visible_rate": "0.0%",
        "critical_rate": "83.3%",
        "avg_p4_correct": "0.333"
      },
      "mostly_live": {
        "count": "7",
        "visible_rate": "0.0%",
        "critical_rate": "42.9%",
        "avg_p4_correct": "0.714"
      },
      "all_live": {
        "count": ">3,000",
        "visible_rate": "2.2%",
        "critical_rate": "22.2%",
        "avg_p4_correct": "1.312"
      }
    }
  }
}