Home / Check catalog / 9. Off-Site Signals & Reputation / 9.4 External Knowledge Alignment

9.4 External Knowledge Alignment

90 checks in Off-Site Signals & Reputation. AI-assisted Scored in the Deep Audit's AI analysis pass.

Factual Accuracy — Core Business Claims, Stats & Promises

IDCheckPasses whenWeightRuns
9.4.01Inventory all factual claims (numbers, dates, stats, guarantees) on key pagesInventoriedCriticalDeterministic + AI
9.4.02Validate business name, address, phone, founding year against official/registry sourcesMatchingCriticalDeterministic + AI
9.4.03Validate claims about service coverage (cities, regions, countries) vs external directories/mapsAccurateHeavyDeterministic + AI
9.4.04Validate all numerical performance claims (e.g., “30-minute response”, “98% satisfaction”) against internal dataVerifiableHeavyDeterministic + AI
9.4.05Detect unverifiable or exaggerated superlatives (“#1 in the world”) lacking external supportNoneHeavyDeterministic + AI
9.4.06Validate business operating hours vs those shown in major platforms (GBP, Apple Maps, Yelp)AlignedMediumDeterministic + AI
9.4.07Validate license, certification and registration numbers against issuing authoritiesValidMediumDeterministic + AI
9.4.08Detect outdated facts (pricing, features, specs) vs latest product/service docsNoneMediumDeterministic + AI
9.4.09Validate legal disclaimers & policy statements match current regulatory requirements in key regionsCompliantMediumDeterministic + AI
9.4.10Validate “serving since / years in business” claims align with incorporation/registry dataConsistentMediumDeterministic + AI

Official Source Alignment — Government, Registry & Standard-Body Consistency

IDCheckPasses whenWeightRuns
9.4.11Validate company legal entity details (name, jurisdiction) against government/official registriesAlignedCriticalDeterministic + AI
9.4.12Validate industry codes (NAICS, SIC or similar) align with described servicesAlignedHeavyDeterministic + AI
9.4.13Validate any regulatory approvals or memberships (e.g., professional boards) against official listsVerifiedHeavyDeterministic + AI
9.4.14Detect claims of certifications, badges or standards compliance that cannot be verified externallyNoneHeavyDeterministic + AI
9.4.15Validate safety, environmental or compliance claims against relevant authority databasesSupportedMediumDeterministic + AI
9.4.16Validate address & geo-coordinates match official cadastral/registry mapping where applicableMatchingMediumDeterministic + AI
9.4.17Validate business status (active/dissolved) against corporate registriesActiveMediumDeterministic + AI
9.4.18Detect inconsistencies between legal business name and marketing/brand names across sourcesMinimalMediumDeterministic + AI
9.4.19Validate insurance, bonding or warranty claims (if shown) against issuer/underwriter recordsConfirmedMediumDeterministic + AI
9.4.20Validate awards and rankings against original awarding body publicationsAuthenticMediumDeterministic + AI

Claim & Knowledge Verification — External Data, Research Sources & AI Context

IDCheckPasses whenWeightRuns
9.4.21Validate all cited research, studies or statistics against original publicationsCorrectly citedHeavyDeterministic + AI
9.4.22Validate definitions, how-tos and explainer content against reputable encyclopedic/industry sourcesAccurateHeavyDeterministic + AI
9.4.23Detect conflicts between onsite explanations and widely accepted industry standardsNoneHeavyDeterministic + AI
9.4.24Validate quoted benchmarks (market averages, industry norms) against up-to-date datasetsUp to dateMediumDeterministic + AI
9.4.25Detect outdated or deprecated standards, practices or technologies presented as “current”NoneMediumDeterministic + AI
9.4.26Validate FAQ and educational content aligns with consensus across high-authority sourcesAlignedMediumDeterministic + AI
9.4.27Detect contradictions between brand content and external expert/authority guidanceNoneMediumDeterministic + AI
9.4.28Validate entity and concept definitions are unambiguous for AI and knowledge-graph systemsUnambiguousMediumDeterministic + AI
9.4.29Validate citations, references and external links point to credible, stable sourcesCredibleMediumDeterministic + AI
9.4.30Compute External Knowledge & Claim Alignment Master ScoreFinalizedCriticalDeterministic + AI

Entity Identity — Name, Brand & Disambiguation Across Sources

IDCheckPasses whenWeightRuns
9.4.31Validate primary entity name consistent across site, GBP, major directories and social profilesConsistentCriticalDeterministic + AI
9.4.32Detect conflicting business names (translations, abbreviations, legacy names) that may fragment entity signalsMinimalHeavyDeterministic + AI
9.4.33Validate legal name vs trading/brand name clearly explained on site and in key profilesExplainedHeavyDeterministic + AI
9.4.34Validate entity type (Organization vs LocalBusiness vs Person) consistent across schema and major platformsConsistentHeavyDeterministic + AI
9.4.35Detect conflicting descriptions that position entity in different categories (e.g., contractor vs retailer)NoneMediumDeterministic + AI
9.4.36Validate abbreviations and acronyms used match those seen in external mentions and knowledge basesMatchingMediumDeterministic + AI
9.4.37Detect duplicate or near-duplicate entities with similar names in the same geography that may confuse AIAssessedMediumDeterministic + AI
9.4.38Validate branding (logo, colors, tagline) visibly consistent across major external platformsConsistentMediumDeterministic + AI
9.4.39Validate multi-language brand variants mapped correctly (e.g., localized names) in structured dataMappedMediumDeterministic + AI
9.4.40Detect any “doing business as” (DBA) references not bound correctly to the primary entityNoneMediumDeterministic + AI

Knowledge Graph Binding — Wikidata, sameAs Links & External IDS

IDCheckPasses whenWeightRuns
9.4.41Validate presence and correctness of sameAs references to key external profiles (GBP, social, major directories)CorrectCriticalDeterministic + AI
9.4.42Validate any Wikidata / external ID references (e.g., Wikidata QID) correspond to the correct entityCorrectHeavyDeterministic + AI
9.4.43Validate schema.org sameAs URLs resolve (no 404/soft-404) and represent the same entityResolvingHeavyDeterministic + AI
9.4.44Detect generic or non-entity links (e.g., category pages) incorrectly placed in sameAs arraysNoneHeavyDeterministic + AI
9.4.45Validate consistency between structured data (schema.org) and external knowledge panels/graph entries where visibleConsistentMediumDeterministic + AI
9.4.46Validate brand’s primary website URL is the same canonical URL referenced by external knowledge sourcesMatchingMediumDeterministic + AI
9.4.47Detect outdated sameAs targets (old domains, rebranded profiles) still live in markupNoneMediumDeterministic + AI
9.4.48Validate that social profile links in schema match those listed in offsite profiles and search resultsMatchingMediumDeterministic + AI
9.4.49Validate that entity IDs (e.g., in JSON-LD @id, graph nodes) are stable and used consistently across pagesStableMediumDeterministic + AI
9.4.50Detect collisions where multiple different entities reuse the same @id or external IDNoneMediumDeterministic + AI

Cross-Source Consistency — Offsite Profiles, Industry Listings & Maps

IDCheckPasses whenWeightRuns
9.4.51Validate address, phone, hours and category aligned across GBP, Apple Maps, Bing Places, major verticalsAlignedHeavyDeterministic + AI
9.4.52Validate primary category and service descriptions aligned across top 3–5 industry directoriesAlignedHeavyDeterministic + AI
9.4.53Detect conflicting location markers (e.g., different pin positions or neighborhoods) in major map providersNoneHeavyDeterministic + AI
9.4.54Validate tagline or positioning statement broadly consistent across profiles and siteConsistentMediumDeterministic + AI
9.4.55Detect legacy or duplicate profiles with conflicting data that could fragment entity authorityMinimalMediumDeterministic + AI
9.4.56Validate niche/vertical listings (e.g., trade associations, rating boards) match onsite positioningMatchingMediumDeterministic + AI
9.4.57Validate imagery (logo, storefront photos) recognizable and consistent across high-visibility platformsRecognizableMediumDeterministic + AI
9.4.58Detect references to outdated services or locations that are no longer offered/servedNoneMediumDeterministic + AI
9.4.59Validate that branded queries (name + city) pull a coherent, unified cluster of resultsCoherentMediumDeterministic + AI
9.4.60Compute Entity Graph & Knowledge Binding Alignment ScoreFinalizedCriticalDeterministic + AI

Fact Consistency — Business Details, Claims & Historical Accuracy

IDCheckPasses whenWeightRuns
9.4.61Validate business founding date consistent across all major sourcesConsistentHeavyDeterministic + AI
9.4.62Validate ownership/leadership details consistent across site, LinkedIn, and third-party profilesConsistentHeavyDeterministic + AI
9.4.63Detect conflicting claims about service experience (years in business, certifications)NoneHeavyDeterministic + AI
9.4.64Validate consistency around pricing model descriptions across directories and siteConsistentMediumDeterministic + AI
9.4.65Detect discrepancies in service area listings (cities, ZIP codes, radius) across platformsNoneMediumDeterministic + AI
9.4.66Validate historical data (old addresses, previous brand names) not interfering with current identityCleanMediumDeterministic + AI
9.4.67Detect outdated claims (past awards, expired certifications) still visible on authoritative profilesNoneMediumDeterministic + AI
9.4.68Validate consistency of hours of operation across all external profilesConsistentMediumDeterministic + AI
9.4.69Detect mismatches between services listed on GBP and services referenced across other data sourcesMinimalMediumDeterministic + AI
9.4.70Validate any “About Us” narrative present offsite matches core story and missionMatchingMediumDeterministic + AI

External Content Alignment — Articles, Reviews, Citations & Brand Mentions

IDCheckPasses whenWeightRuns
9.4.71Validate third-party articles reference the brand accurately (name, offerings, value props)AccurateHeavyDeterministic + AI
9.4.72Detect conflicting narratives in external reviews (e.g., saying the business offers services it does not)NoneHeavyDeterministic + AI
9.4.73Validate anchor text from backlinks semantically consistent with brand identityConsistentHeavyDeterministic + AI
9.4.74Detect mismatched entity mentions in press releases or PR distribution networksNoneMediumDeterministic + AI
9.4.75Validate industry categories in review platforms align with the true business categoryAlignedMediumDeterministic + AI
9.4.76Validate branded citations reinforce the correct entity clusterReinforcingMediumDeterministic + AI
9.4.77Detect sources that incorrectly describe the business (wrong industry, wrong scope)NoneMediumDeterministic + AI
9.4.78Validate authoritative external sources (news, associations, awards) match core business factsMatchingMediumDeterministic + AI
9.4.79Validate high-impact platforms display correct imagery and brandingCorrectMediumDeterministic + AI
9.4.80Detect contradictory customer claims repeated across multiple offsite platformsNoneMediumDeterministic + AI

AI Model Interpretability — Entity Coherence, Data Parsimony & Ambiguity Reduction

IDCheckPasses whenWeightRuns
9.4.81Validate the entity forms a stable cluster when summarized by LLMsStableHeavyDeterministic + AI
9.4.82Validate external data clean enough for LLMs to infer correct identity without hallucinationsCleanHeavyDeterministic + AI
9.4.83Detect ambiguity where multiple entities with similar names confuse AI summarizationMinimalHeavyDeterministic + AI
9.4.84Validate entity embeddings from multiple sources appear aligned (same themes, same attributes)AlignedMediumDeterministic + AI
9.4.85Detect missing metadata that may cause LLMs to misinterpret entity scope (e.g., missing address type)NoneMediumDeterministic + AI
9.4.86Validate semantic signals help AI distinguish the business from competitorsStrongMediumDeterministic + AI
9.4.87Validate structured data provides unambiguous identity markers (logo, id, sameAs, description)UnambiguousMediumDeterministic + AI
9.4.88Detect incomplete or contradictory schema fields that could confuse indexing modelsNoneMediumDeterministic + AI
9.4.89Validate entity facts form a coherent narrative across all major external data sourcesCoherentMediumDeterministic + AI
9.4.90Compute External Fact & AI Interpretability Alignment ScoreFinalizedCriticalDeterministic + AI

← 9.3 Brand Name & Entity Mentions9.5 Social Profile Discovery, Connectivity & Bidirectional Linking →

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