{
"@context": "https://schema.org",
"@type": "Dataset",
"name": "KAT3X Sector Benchmarks",
"description": "AI visibility benchmarks across ~20 Italian industry sectors. Aggregate data from >6,000 Visibility Scans. No individual company data.",
"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": [
{
"macro_sector": "Agenzie Viaggio",
"companies_scanned": "<10",
"visibility_rate": "0.0%",
"critical_rate": "50.0%",
"near_miss_rate": "25.0%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "50.0%",
"website_pct": "100.0%",
"avg_identity_checks_passed": 1.2,
"avg_stress_test_correct": 1.0,
"identity_check_failure_rates": {
"terminology": "50.0%",
"distinguishability": "25.0%",
"coherence": "25.0%",
"machine_readability": "75.0%",
"controlled_vocabulary": "100.0%",
"scope": "0.0%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Altro",
"companies_scanned": ">500",
"visibility_rate": "0.8%",
"critical_rate": "32.7%",
"near_miss_rate": "29.4%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "27.3%",
"website_pct": "79.3%",
"avg_identity_checks_passed": 1.5,
"avg_stress_test_correct": 1.1,
"identity_check_failure_rates": {
"terminology": "11.6%",
"distinguishability": "12.8%",
"coherence": "7.5%",
"machine_readability": "56.1%",
"controlled_vocabulary": "42.9%",
"scope": "0.4%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Automazione & Robotica",
"companies_scanned": ">200",
"visibility_rate": "3.1%",
"critical_rate": "24.8%",
"near_miss_rate": "38.5%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "12.6%",
"website_pct": "93.0%",
"avg_identity_checks_passed": 1.5,
"avg_stress_test_correct": 1.4,
"identity_check_failure_rates": {
"terminology": "8.4%",
"distinguishability": "10.1%",
"coherence": "3.8%",
"machine_readability": "42.0%",
"controlled_vocabulary": "34.3%",
"scope": "1.7%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Calzature & Moda",
"companies_scanned": ">100",
"visibility_rate": "0.6%",
"critical_rate": "84.7%",
"near_miss_rate": "0.6%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "100.0%",
"website_pct": "0.0%",
"avg_identity_checks_passed": 0.3,
"avg_stress_test_correct": 0.2,
"identity_check_failure_rates": {
"terminology": "56.7%",
"distinguishability": "58.6%",
"coherence": "50.3%",
"machine_readability": "98.1%",
"controlled_vocabulary": "83.4%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Carrozzerie",
"companies_scanned": ">300",
"visibility_rate": "0.8%",
"critical_rate": "41.7%",
"near_miss_rate": "22.8%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "39.6%",
"website_pct": "66.1%",
"avg_identity_checks_passed": 1.4,
"avg_stress_test_correct": 1.1,
"identity_check_failure_rates": {
"terminology": "36.3%",
"distinguishability": "32.8%",
"coherence": "16.3%",
"machine_readability": "70.5%",
"controlled_vocabulary": "80.2%",
"scope": "0.3%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Chirurgia Estetica",
"companies_scanned": ">300",
"visibility_rate": "2.7%",
"critical_rate": "27.9%",
"near_miss_rate": "36.5%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "30.9%",
"website_pct": "84.9%",
"avg_identity_checks_passed": 1.8,
"avg_stress_test_correct": 1.3,
"identity_check_failure_rates": {
"terminology": "12.2%",
"distinguishability": "15.1%",
"coherence": "11.0%",
"machine_readability": "39.2%",
"controlled_vocabulary": "39.2%",
"scope": "0.6%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Commercialisti",
"companies_scanned": ">700",
"visibility_rate": "0.4%",
"critical_rate": "54.4%",
"near_miss_rate": "13.1%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "44.8%",
"website_pct": "64.8%",
"avg_identity_checks_passed": 1.3,
"avg_stress_test_correct": 0.7,
"identity_check_failure_rates": {
"terminology": "23.8%",
"distinguishability": "26.2%",
"coherence": "16.7%",
"machine_readability": "64.6%",
"controlled_vocabulary": "63.5%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Concessionarie Auto",
"companies_scanned": ">400",
"visibility_rate": "1.7%",
"critical_rate": "49.4%",
"near_miss_rate": "17.9%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "66.7%",
"website_pct": "40.2%",
"avg_identity_checks_passed": 1.4,
"avg_stress_test_correct": 0.8,
"identity_check_failure_rates": {
"terminology": "17.9%",
"distinguishability": "17.5%",
"coherence": "13.0%",
"machine_readability": "57.9%",
"controlled_vocabulary": "50.6%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Consulenza Finanziaria",
"companies_scanned": ">400",
"visibility_rate": "4.7%",
"critical_rate": "46.6%",
"near_miss_rate": "21.9%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "42.3%",
"website_pct": "67.0%",
"avg_identity_checks_passed": 1.6,
"avg_stress_test_correct": 1.0,
"identity_check_failure_rates": {
"terminology": "26.2%",
"distinguishability": "26.6%",
"coherence": "21.7%",
"machine_readability": "51.5%",
"controlled_vocabulary": "48.9%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Design & Arredamento",
"companies_scanned": ">100",
"visibility_rate": "2.1%",
"critical_rate": "40.4%",
"near_miss_rate": "13.3%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "69.7%",
"website_pct": "30.3%",
"avg_identity_checks_passed": 1.1,
"avg_stress_test_correct": 0.9,
"identity_check_failure_rates": {
"terminology": "9.0%",
"distinguishability": "11.2%",
"coherence": "15.4%",
"machine_readability": "86.2%",
"controlled_vocabulary": "43.1%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Edilizia & Costruzioni",
"companies_scanned": ">500",
"visibility_rate": "0.3%",
"critical_rate": "47.3%",
"near_miss_rate": "11.7%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "28.7%",
"website_pct": "81.4%",
"avg_identity_checks_passed": 1.3,
"avg_stress_test_correct": 0.8,
"identity_check_failure_rates": {
"terminology": "28.7%",
"distinguishability": "28.7%",
"coherence": "11.7%",
"machine_readability": "62.3%",
"controlled_vocabulary": "80.9%",
"scope": "0.0%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Fisioterapia & Clinica",
"companies_scanned": ">100",
"visibility_rate": "6.0%",
"critical_rate": "27.8%",
"near_miss_rate": "31.6%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "19.5%",
"website_pct": "91.7%",
"avg_identity_checks_passed": 2.0,
"avg_stress_test_correct": 1.3,
"identity_check_failure_rates": {
"terminology": "6.0%",
"distinguishability": "6.8%",
"coherence": "4.5%",
"machine_readability": "29.3%",
"controlled_vocabulary": "21.1%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Fitness & Sport",
"companies_scanned": "~60",
"visibility_rate": "0.0%",
"critical_rate": "83.9%",
"near_miss_rate": "1.6%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "98.4%",
"website_pct": "0.0%",
"avg_identity_checks_passed": 0.9,
"avg_stress_test_correct": 0.3,
"identity_check_failure_rates": {
"terminology": "48.4%",
"distinguishability": "45.2%",
"coherence": "32.3%",
"machine_readability": "95.2%",
"controlled_vocabulary": "75.8%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Macchine Agricole",
"companies_scanned": ">100",
"visibility_rate": "3.8%",
"critical_rate": "20.2%",
"near_miss_rate": "22.1%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "15.4%",
"website_pct": "94.2%",
"avg_identity_checks_passed": 1.7,
"avg_stress_test_correct": 1.2,
"identity_check_failure_rates": {
"terminology": "3.8%",
"distinguishability": "4.8%",
"coherence": "7.7%",
"machine_readability": "57.7%",
"controlled_vocabulary": "44.2%",
"scope": "0.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Macchine Alimentari",
"companies_scanned": ">100",
"visibility_rate": "1.6%",
"critical_rate": "22.1%",
"near_miss_rate": "32.0%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "14.8%",
"website_pct": "91.0%",
"avg_identity_checks_passed": 1.6,
"avg_stress_test_correct": 1.3,
"identity_check_failure_rates": {
"terminology": "4.9%",
"distinguishability": "6.6%",
"coherence": "6.6%",
"machine_readability": "60.7%",
"controlled_vocabulary": "35.2%",
"scope": "0.8%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Meccanica Industriale",
"companies_scanned": ">300",
"visibility_rate": "0.3%",
"critical_rate": "29.0%",
"near_miss_rate": "35.0%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "17.8%",
"website_pct": "89.4%",
"avg_identity_checks_passed": 1.4,
"avg_stress_test_correct": 1.2,
"identity_check_failure_rates": {
"terminology": "16.8%",
"distinguishability": "16.5%",
"coherence": "6.3%",
"machine_readability": "65.7%",
"controlled_vocabulary": "42.2%",
"scope": "0.3%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Occhialeria",
"companies_scanned": "~70",
"visibility_rate": "2.9%",
"critical_rate": "61.8%",
"near_miss_rate": "8.8%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "70.6%",
"website_pct": "32.4%",
"avg_identity_checks_passed": 0.9,
"avg_stress_test_correct": 0.8,
"identity_check_failure_rates": {
"terminology": "32.4%",
"distinguishability": "30.9%",
"coherence": "44.1%",
"machine_readability": "83.8%",
"controlled_vocabulary": "61.8%",
"scope": "1.5%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Odontoiatria",
"companies_scanned": ">100",
"visibility_rate": "1.6%",
"critical_rate": "34.9%",
"near_miss_rate": "23.8%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "17.5%",
"website_pct": "91.5%",
"avg_identity_checks_passed": 1.8,
"avg_stress_test_correct": 1.0,
"identity_check_failure_rates": {
"terminology": "6.3%",
"distinguishability": "7.4%",
"coherence": "3.7%",
"machine_readability": "26.5%",
"controlled_vocabulary": "45.0%",
"scope": "0.5%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Ristorazione Gourmet",
"companies_scanned": ">100",
"visibility_rate": "5.0%",
"critical_rate": "41.0%",
"near_miss_rate": "24.0%",
"competitor_shadow_rate_approx": "99.0%",
"memory_mode_pct": "83.0%",
"website_pct": "12.0%",
"avg_identity_checks_passed": 1.8,
"avg_stress_test_correct": 1.1,
"identity_check_failure_rates": {
"terminology": "7.0%",
"distinguishability": "6.0%",
"coherence": "25.0%",
"machine_readability": "76.0%",
"controlled_vocabulary": "35.0%",
"scope": "1.0%"
},
"top_failing_check": "machine_readability"
},
{
"macro_sector": "Serramenti & Infissi",
"companies_scanned": ">200",
"visibility_rate": "0.0%",
"critical_rate": "32.0%",
"near_miss_rate": "25.7%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "15.4%",
"website_pct": "88.8%",
"avg_identity_checks_passed": 1.7,
"avg_stress_test_correct": 1.2,
"identity_check_failure_rates": {
"terminology": "26.1%",
"distinguishability": "22.4%",
"coherence": "4.1%",
"machine_readability": "42.3%",
"controlled_vocabulary": "68.0%",
"scope": "0.0%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Veterinaria",
"companies_scanned": ">200",
"visibility_rate": "0.4%",
"critical_rate": "51.8%",
"near_miss_rate": "15.0%",
"competitor_shadow_rate_approx": "100.0%",
"memory_mode_pct": "38.1%",
"website_pct": "65.5%",
"avg_identity_checks_passed": 1.5,
"avg_stress_test_correct": 0.8,
"identity_check_failure_rates": {
"terminology": "37.6%",
"distinguishability": "25.7%",
"coherence": "13.7%",
"machine_readability": "61.5%",
"controlled_vocabulary": "69.0%",
"scope": "0.0%"
},
"top_failing_check": "controlled_vocabulary"
},
{
"macro_sector": "Web Agency & Marketing",
"companies_scanned": ">500",
"visibility_rate": "1.0%",
"critical_rate": "36.5%",
"near_miss_rate": "21.1%",
"competitor_shadow_rate_approx": "99.8%",
"memory_mode_pct": "7.0%",
"website_pct": "96.4%",
"avg_identity_checks_passed": 1.8,
"avg_stress_test_correct": 0.9,
"identity_check_failure_rates": {
"terminology": "18.5%",
"distinguishability": "11.0%",
"coherence": "1.6%",
"machine_readability": "14.5%",
"controlled_vocabulary": "64.5%",
"scope": "0.8%"
},
"top_failing_check": "controlled_vocabulary"
}
]
}