{
"@context": "https://schema.org",
"@type": "Dataset",
"name": "KAT3X DSI Band Distribution",
"description": "Digital Semantic Identity Band distribution, definitions, Epistemic Mode comparison, and Citation Confidence analysis. 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": {
"population": {
"total_scanned": ">8,000",
"valid_records": ">6,000",
"error_records": ">2,000"
},
"band_distribution": {
"DOMINANT": {
"count_approx": "~20",
"pct": "0.3%"
},
"SOLID": {
"count_approx": "~80",
"pct": "1.2%"
},
"DEVELOPING": {
"count_approx": ">2,000",
"pct": "45.1%"
},
"WEAK": {
"count_approx": ">700",
"pct": "11.7%"
},
"CRITICAL": {
"count_approx": ">2,000",
"pct": "41.7%"
}
},
"band_definitions": {
"DOMINANT": {
"band": "DOMINANT",
"description": "Highest DSI Band. Organization is accurately understood, cited, and distinguished by AI systems.",
"typical_p2_pass": "5-6 of 6",
"typical_p4_correct": "4-5 of 5"
},
"SOLID": {
"band": "SOLID",
"description": "Strong Digital Semantic Identity with minor gaps. Near-Miss Companies in this band are one Identity Check from DOMINANT.",
"typical_p2_pass": "4-5 of 6",
"typical_p4_correct": "3-4 of 5"
},
"DEVELOPING": {
"band": "DEVELOPING",
"description": "Partial visibility. AI recognizes the organization but with gaps, hedging, or incomplete understanding.",
"typical_p2_pass": "3-4 of 6",
"typical_p4_correct": "2-3 of 5"
},
"WEAK": {
"band": "WEAK",
"description": "Low visibility. AI has fragmented or unreliable knowledge. Hedging Signals frequent.",
"typical_p2_pass": "1-3 of 6",
"typical_p4_correct": "1-2 of 5"
},
"CRITICAL": {
"band": "CRITICAL",
"description": "Structural Invisibility. AI either does not know the organization or produces Confident Hallucinations.",
"typical_p2_pass": "0-2 of 6",
"typical_p4_correct": "0-1 of 5"
}
},
"live_vs_memory": {
"DOMINANT": {
"MEMORY": {
"count_approx": "2",
"pct": "10.0%"
},
"LIVE": {
"count_approx": "~20",
"pct": "90.0%"
}
},
"SOLID": {
"LIVE": {
"count_approx": "~70",
"pct": "90.8%"
},
"MEMORY": {
"count_approx": "7",
"pct": "9.2%"
}
},
"DEVELOPING": {
"LIVE": {
"count_approx": ">2,000",
"pct": "90.2%"
},
"MEMORY": {
"count_approx": ">200",
"pct": "9.8%"
}
},
"WEAK": {
"LIVE": {
"count_approx": ">400",
"pct": "66.7%"
},
"MEMORY": {
"count_approx": ">200",
"pct": "33.3%"
}
},
"CRITICAL": {
"MEMORY": {
"count_approx": ">1,000",
"pct": "66.1%"
},
"LIVE": {
"count_approx": ">800",
"pct": "33.9%"
}
},
"interpretation": "LIVE Epistemic Mode consistently produces higher DSI Band classifications. Organizations whose websites are AI-accessible score significantly better."
},
"confidence_by_band": {
"DOMINANT": {
"high_pct": "100.0%"
},
"SOLID": {
"high_pct": "98.7%",
"medium_pct": "1.3%"
},
"DEVELOPING": {
"high_pct": "84.9%",
"medium_pct": "14.6%",
"low_pct": "0.5%"
},
"WEAK": {
"high_pct": "48.9%",
"medium_pct": "45.2%",
"low_pct": "5.9%"
},
"CRITICAL": {
"low_pct": "33.2%",
"medium_pct": "38.9%",
"high_pct": "27.8%"
},
"interpretation": "DOMINANT companies receive 100% HIGH Citation Confidence. CRITICAL companies show mixed confidence — including cases of Confident Hallucination where HIGH confidence accompanies WRONG answers."
},
"transformation_potential": [
{
"dimension": "band",
"value": "DOMINANT",
"avg_transformation_score": "0.01",
"avg_len_ratio": "1.2",
"n_approx": "~20"
},
{
"dimension": "band",
"value": "SOLID",
"avg_transformation_score": "0.003",
"avg_len_ratio": "1.08",
"n_approx": "~80"
},
{
"dimension": "band",
"value": "DEVELOPING",
"avg_transformation_score": "-0.004",
"avg_len_ratio": "1.05",
"n_approx": ">2,000"
},
{
"dimension": "band",
"value": "WEAK",
"avg_transformation_score": "-0.008",
"avg_len_ratio": "1.06",
"n_approx": ">700"
},
{
"dimension": "band",
"value": "CRITICAL",
"avg_transformation_score": "-0.009",
"avg_len_ratio": "1.06",
"n_approx": ">2,000"
}
],
"assisted_recommendations": [
{
"assisted_class": "URGENT",
"count_approx": ">3,000",
"pct": "54.0%"
},
{
"assisted_class": "STANDARD",
"count_approx": ">2,000",
"pct": "33.0%"
},
{
"assisted_class": "UNCLASSIFIED",
"count_approx": ">700",
"pct": "12.2%"
},
{
"assisted_class": "OPTIONAL",
"count_approx": "~40",
"pct": "0.6%"
},
{
"assisted_class": "MISSING",
"count_approx": "~10",
"pct": "0.2%"
},
{
"assisted_class": "NOT_NEEDED",
"count_approx": "2",
"pct": "0.0%"
}
]
}
}