6.56 Off-Page SEO, Backlink Quality, Brand Mentions, Knowledge Graph Expansion & AI Link Signals
200 checks in Schema, Local, Trust, Deep Audit. AI-assisted
Scored in the Deep Audit's AI analysis pass.
Backlink Quantity, Quality & Distribution
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.01 | Validate total backlink count measurable | Measurable | Critical | Deterministic + AI |
| 6.56.02 | Validate toxic links identifiable | Identifiable | Critical | Deterministic + AI |
| 6.56.03 | Validate backlink authority distribution balanced | Balanced | Heavy | Deterministic + AI |
| 6.56.04 | Validate majority of links come from reputable domains | Reputable | Heavy | Deterministic + AI |
| 6.56.05 | Validate domain relevance of linking sites | Relevant | Heavy | Deterministic + AI |
| 6.56.06 | Validate link velocity natural | Natural | Medium | Deterministic + AI |
| 6.56.07 | Detect suspicious spikes in link acquisition | None | Medium | Deterministic + AI |
| 6.56.08 | Validate link age distribution healthy | Healthy | Medium | Deterministic + AI |
| 6.56.09 | Validate links not from spam networks | Clean | Medium | Deterministic + AI |
| 6.56.10 | Validate domain diversity strong | Diverse | Medium | Deterministic + AI |
Anchor Text Patterns & Optimization
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.11 | Validate anchor‑text distribution balanced | Balanced | Heavy | Deterministic + AI |
| 6.56.12 | Validate no over‑optimized exact‑match anchors | None | Heavy | Deterministic + AI |
| 6.56.13 | Validate branded anchor usage healthy | Healthy | Heavy | Deterministic + AI |
| 6.56.14 | Validate topical anchors relevant | Relevant | Medium | Deterministic + AI |
| 6.56.15 | Validate generic anchors low proportion | Low | Medium | Deterministic + AI |
| 6.56.16 | Detect spammy anchor text patterns | None | Medium | Deterministic + AI |
| 6.56.17 | Validate distribution across pages even | Even | Medium | Deterministic + AI |
| 6.56.18 | Validate anchor‑text matches landing page context | Matching | Medium | Deterministic + AI |
| 6.56.19 | Detect keyword‑stuffed anchors | None | Medium | Deterministic + AI |
| 6.56.20 | Validate multilingual anchors accurate (if applicable) | Accurate | Medium | Deterministic + AI |
Link Placement, Context & Link-Level Authority
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.21 | Validate links placed in body content | In‑body | Heavy | Deterministic + AI |
| 6.56.22 | Validate contextual links (editorial) dominant | Dominant | Heavy | Deterministic + AI |
| 6.56.23 | Validate link placement not in footer/sidebar only | Avoided | Heavy | Deterministic + AI |
| 6.56.24 | Validate linking page topic aligned | Aligned | Medium | Deterministic + AI |
| 6.56.25 | Validate link context descriptive surrounding text | Descriptive | Medium | Deterministic + AI |
| 6.56.26 | Detect links from thin/low‑content pages | None | Medium | Deterministic + AI |
| 6.56.27 | Validate dofollow vs nofollow balance healthy | Healthy | Medium | Deterministic + AI |
| 6.56.28 | Validate outbound linking page authority strong | Strong | Medium | Deterministic + AI |
| 6.56.29 | Detect harmful proximity (links near spam terms) | None | Medium | Deterministic + AI |
| 6.56.30 | Validate contextual paragraph relevance strong | Strong | Medium | Deterministic + AI |
Toxicity, Risk, Disavow & Safety Signals
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.31 | Validate harmful backlinks detectable | Detectable | Critical | Deterministic + AI |
| 6.56.32 | Validate spam score measurable | Measurable | Heavy | Deterministic + AI |
| 6.56.33 | Validate toxic link categories identifiable | Identifiable | Heavy | Deterministic + AI |
| 6.56.34 | Validate adult/gambling/pharma links removed or flagged | None | Heavy | Deterministic + AI |
| 6.56.35 | Validate no hacked‑site backlinks | None | Medium | Deterministic + AI |
| 6.56.36 | Validate no auto‑generated links | None | Medium | Deterministic + AI |
| 6.56.37 | Validate no toxic foreign language links | Clean | Medium | Deterministic + AI |
| 6.56.38 | Validate no suspicious TLDs dominating | Clean | Medium | Deterministic + AI |
| 6.56.39 | Validate disavow file exists if needed | Exists | Medium | Deterministic + AI |
| 6.56.40 | Validate disavow file up‑to‑date | Updated | Medium | Deterministic + AI |
Overall Backlink Graph Stability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.41 | Validate backlink graph growth consistent | Consistent | Heavy | Deterministic + AI |
| 6.56.42 | Validate brand authority trending upward | Upward | Heavy | Deterministic + AI |
| 6.56.43 | Validate link loss rate normal | Normal | Heavy | Deterministic + AI |
| 6.56.44 | Validate seasonal link variations normal | Normal | Medium | Deterministic + AI |
| 6.56.45 | Detect anomalous link loss | None | Medium | Deterministic + AI |
| 6.56.46 | Validate tier‑2 link environment safe | Safe | Medium | Deterministic + AI |
| 6.56.47 | Validate outbound link context from linking site relevant | Relevant | Medium | Deterministic + AI |
| 6.56.48 | Validate no negative‑SEO footprint | None | Medium | Deterministic + AI |
| 6.56.49 | Validate long‑term backlink health stable | Stable | Medium | Deterministic + AI |
| 6.56.50 | Validate backlink graph supports entity authority | Supportive | Medium | Deterministic + AI |
Brand Mentions — Quantity, Context & Consistency
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.51 | Validate brand mentions detectable across the web | Detectable | Critical | Deterministic + AI |
| 6.56.52 | Validate branded entity consistently referenced | Consistent | Critical | Deterministic + AI |
| 6.56.53 | Validate mention context positive or neutral | Positive/Neutral | Heavy | Deterministic + AI |
| 6.56.54 | Validate mentions aligned to business category | Aligned | Heavy | Deterministic + AI |
| 6.56.55 | Validate mentions appear on relevant platforms | Relevant | Heavy | Deterministic + AI |
| 6.56.56 | Validate brand name spelled consistently | Consistent | Medium | Deterministic + AI |
| 6.56.57 | Detect ambiguous references (similar brand names) | None | Medium | Deterministic + AI |
| 6.56.58 | Validate entity mentions include contextual relevance | Relevant | Medium | Deterministic + AI |
| 6.56.59 | Validate mentions not surrounded by negative keywords | Clean | Medium | Deterministic + AI |
| 6.56.60 | Detect “brand confusion” patterns across sources | None | Medium | Deterministic + AI |
Sentiment Analysis — Web, Social & Media
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.61 | Validate sentiment detectable across major platforms | Detectable | Heavy | Deterministic + AI |
| 6.56.62 | Validate sentiment trend positive | Positive | Heavy | Deterministic + AI |
| 6.56.63 | Validate no severe negative sentiment spikes | None | Heavy | Deterministic + AI |
| 6.56.64 | Validate social sentiment matches review sentiment | Aligned | Medium | Deterministic + AI |
| 6.56.65 | Validate forum/blog sentiment stable | Stable | Medium | Deterministic + AI |
| 6.56.66 | Detect emerging negative sentiment clusters | None | Medium | Deterministic + AI |
| 6.56.67 | Validate positive sentiment keywords present | Present | Medium | Deterministic + AI |
| 6.56.68 | Validate neutral sentiment dominant | Neutral | Medium | Deterministic + AI |
| 6.56.69 | Detect toxic sentiment terms associated | None | Medium | Deterministic + AI |
| 6.56.70 | Validate sentiment consistency across languages | Consistent | Medium | Deterministic + AI |
Contextual Brand Positioning — Industry, Competition & Category
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.71 | Validate brand recognized within correct industry | Correct | Heavy | Deterministic + AI |
| 6.56.72 | Validate external content categorizes brand consistently | Consistent | Heavy | Deterministic + AI |
| 6.56.73 | Validate category‑level association signals strong | Strong | Heavy | Deterministic + AI |
| 6.56.74 | Validate competitor mentions adjacent but not confusing | Clear | Medium | Deterministic + AI |
| 6.56.75 | Validate industry‑specific language used around brand | Accurate | Medium | Deterministic + AI |
| 6.56.76 | Detect off‑topic or misleading associations | None | Medium | Deterministic + AI |
| 6.56.77 | Validate vertical‑specific authority keywords nearby | Present | Medium | Deterministic + AI |
| 6.56.78 | Validate external content supports entity identity | Supportive | Medium | Deterministic + AI |
| 6.56.79 | Detect topic misalignment in external mentions | None | Medium | Deterministic + AI |
| 6.56.80 | Validate entity placed in correct Knowledge Graph category | Correct | Medium | Deterministic + AI |
Cross-Platform Brand Consistency — Social, Directories, PR
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.81 | Validate social handles match brand name | Matching | Heavy | Deterministic + AI |
| 6.56.82 | Validate bio/description messaging consistent | Consistent | Heavy | Deterministic + AI |
| 6.56.83 | Validate correct category selected across directories | Correct | Heavy | Deterministic + AI |
| 6.56.84 | Validate visual identity consistent | Consistent | Medium | Deterministic + AI |
| 6.56.85 | Validate URL usage consistent | Consistent | Medium | Deterministic + AI |
| 6.56.86 | Validate phone/address details matched | Matched | Medium | Deterministic + AI |
| 6.56.87 | Detect outdated directory entries | None | Medium | Deterministic + AI |
| 6.56.88 | Validate press mentions link back to authoritative sources | Authoritative | Medium | Deterministic + AI |
| 6.56.89 | Validate social proof links functional | Functional | Medium | Deterministic + AI |
| 6.56.90 | Detect platform mismatches in brand messaging | None | Medium | Deterministic + AI |
Overall Brand Mention Graph Stability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.91 | Validate mention volume growing | Growing | Heavy | Deterministic + AI |
| 6.56.92 | Validate mention velocity natural | Natural | Heavy | Deterministic + AI |
| 6.56.93 | Validate new mentions relevant to core topics | Relevant | Heavy | Deterministic + AI |
| 6.56.94 | Validate long‑term mention sentiment stable | Stable | Medium | Deterministic + AI |
| 6.56.95 | Validate mention patterns aligned to seasonal brand cycles | Aligned | Medium | Deterministic + AI |
| 6.56.96 | Detect sudden drop in mentions | None | Medium | Deterministic + AI |
| 6.56.97 | Validate Knowledge Graph‑related mentions present | Present | Medium | Deterministic + AI |
| 6.56.98 | Validate new platform mentions increasing | Increasing | Medium | Deterministic + AI |
| 6.56.99 | Detect unclear references (brand vs generic term) | None | Medium | Deterministic + AI |
| 6.56.100 | Validate mention graph supports entity authority | Supportive | Medium | Deterministic + AI |
Knowledge Graph Associations — Detectability & Strength
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.101 | Validate entity appears in structured datasets (KG-compatible) | Present | Critical | Deterministic + AI |
| 6.56.102 | Validate entity relationships detectable (brand → category → industry) | Detectable | Critical | Deterministic + AI |
| 6.56.103 | Validate Knowledge Graph‑related mentions increasing | Increasing | Heavy | Deterministic + AI |
| 6.56.104 | Validate branded entity properly disambiguated online | Disambiguated | Heavy | Deterministic + AI |
| 6.56.105 | Validate KG references align with website schema | Aligned | Heavy | Deterministic + AI |
| 6.56.106 | Validate structured citations used by KG crawlers | Used | Medium | Deterministic + AI |
| 6.56.107 | Detect conflicting Knowledge Graph identities | None | Medium | Deterministic + AI |
| 6.56.108 | Validate entity‑level metadata consistent across platforms | Consistent | Medium | Deterministic + AI |
| 6.56.109 | Validate KG interprets brand’s primary domain correctly | Correct | Medium | Deterministic + AI |
| 6.56.110 | Validate entity is referenced by other authoritative entities | Referenced | Medium | Deterministic + AI |
Entity Linking — Cross-Domain, External Graph & Semantic Network Signals
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.111 | Validate entity link graph shows outward associations | Healthy | Heavy | Deterministic + AI |
| 6.56.112 | Validate semantic relationship mapping (entity → related topics) | Mapped | Heavy | Deterministic + AI |
| 6.56.113 | Validate external links reinforce brand’s semantic identity | Reinforcing | Heavy | Deterministic + AI |
| 6.56.114 | Validate cross‑domain match with business category | Matching | Medium | Deterministic + AI |
| 6.56.115 | Validate consistent anchor‑text usage regarding entity | Consistent | Medium | Deterministic + AI |
| 6.56.116 | Detect cross‑domain mentions lacking semantic relevance | None | Medium | Deterministic + AI |
| 6.56.117 | Validate entity linked to niche‑specific authoritative sites | Linked | Medium | Deterministic + AI |
| 6.56.118 | Validate link graph not polluted by off‑topic entities | Clean | Medium | Deterministic + AI |
| 6.56.119 | Validate co‑occurring entities beneficial | Beneficial | Medium | Deterministic + AI |
| 6.56.120 | Detect entity misclassification signals | None | Medium | Deterministic + AI |
AI Link Signals — Crawler Favorability, Traceability & Semantic Coherence
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.121 | Validate linking pages easy for AI crawlers to parse | Parseable | Heavy | Deterministic + AI |
| 6.56.122 | Validate link context machine‑interpretable | Interpretable | Heavy | Deterministic + AI |
| 6.56.123 | Validate no broken semantic paths in link graph | None | Heavy | Deterministic + AI |
| 6.56.124 | Validate surrounding text supports AI embedding accuracy | Supportive | Medium | Deterministic + AI |
| 6.56.125 | Validate link/page metadata consistent with brand topic | Consistent | Medium | Deterministic + AI |
| 6.56.126 | Detect low semantic-density linking environments | None | Medium | Deterministic + AI |
| 6.56.127 | Validate crawler traceability across external links | Traceable | Medium | Deterministic + AI |
| 6.56.128 | Validate semantic embeddings match link‑graph structure | Matching | Medium | Deterministic + AI |
| 6.56.129 | Validate no contradictory semantic hints | None | Medium | Deterministic + AI |
| 6.56.130 | Validate external pages correctly categorize brand | Correct | Medium | Deterministic + AI |
Knowledge Graph Expansion — Network Growth & Entity Connectivity
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.131 | Validate entity receives new high‑quality references | Increasing | Heavy | Deterministic + AI |
| 6.56.132 | Validate KG connectivity depth increasing | Deepening | Heavy | Deterministic + AI |
| 6.56.133 | Validate brand referenced in structured PR releases | Present | Heavy | Deterministic + AI |
| 6.56.134 | Validate new partner mentions improve KG connections | Improving | Medium | Deterministic + AI |
| 6.56.135 | Validate cross‑industry mentions appropriate | Appropriate | Medium | Deterministic + AI |
| 6.56.136 | Detect content farms referencing brand | None | Medium | Deterministic + AI |
| 6.56.137 | Validate entity relationship pages discoverable | Discoverable | Medium | Deterministic + AI |
| 6.56.138 | Validate entity connections not contradictory | Consistent | Medium | Deterministic + AI |
| 6.56.139 | Detect Knowledge Graph “identity drift” | None | Medium | Deterministic + AI |
| 6.56.140 | Validate entity relationships persistent across time | Persistent | Medium | Deterministic + AI |
Final External Entity Graph & AI Link Signal Scoring
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.141 | Validate link graph strengthens entity identity | Strong | Heavy | Deterministic + AI |
| 6.56.142 | Validate off‑page signals support AI classification | Supportive | Heavy | Deterministic + AI |
| 6.56.143 | Validate external semantic graph coherent | Coherent | Heavy | Deterministic + AI |
| 6.56.144 | Validate cross‑domain credibility stable | Stable | Medium | Deterministic + AI |
| 6.56.145 | Validate external references predictable (non‑random) | Predictable | Medium | Deterministic + AI |
| 6.56.146 | Detect entity fragmentation across platforms | None | Medium | Deterministic + AI |
| 6.56.147 | Validate long‑term link graph reliability | Reliable | Medium | Deterministic + AI |
| 6.56.148 | Validate no AI‑risk associations (misleading semantics) | None | Medium | Deterministic + AI |
| 6.56.149 | Validate entity externally classified in correct vertical | Correct | Medium | Deterministic + AI |
| 6.56.150 | Compute External Entity Authority & AI Link Signal Score | Finalized | Critical | Deterministic + AI |
Press Mentions — Quality, Authority & Context
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.151 | Validate press mentions from authoritative publications | Authoritative | Heavy | Deterministic + AI |
| 6.56.152 | Validate press mention context positive | Positive | Heavy | Deterministic + AI |
| 6.56.153 | Validate press backlinks functional | Functional | Heavy | Deterministic + AI |
| 6.56.154 | Validate PR releases correctly structured (schema/newsArticle) | Structured | Medium | Deterministic + AI |
| 6.56.155 | Validate PR pick-ups consistent with brand identity | Consistent | Medium | Deterministic + AI |
| 6.56.156 | Detect low-quality press syndication networks | None | Medium | Deterministic + AI |
| 6.56.157 | Validate press mentions support entity authority | Supportive | Medium | Deterministic + AI |
| 6.56.158 | Validate press mentions include correct URL | Correct | Medium | Deterministic + AI |
| 6.56.159 | Validate no harmful press associations | Clean | Medium | Deterministic + AI |
| 6.56.160 | Validate PR releases indexed & visible | Indexed | Medium | Deterministic + AI |
Social Signals — Activity, Engagement & Trust
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.161 | Validate social profiles active | Active | Heavy | Deterministic + AI |
| 6.56.162 | Validate engagement rate stable or improving | Improving | Heavy | Deterministic + AI |
| 6.56.163 | Validate content consistency across social | Consistent | Heavy | Deterministic + AI |
| 6.56.164 | Validate follower authenticity (low fake followers) | Authentic | Medium | Deterministic + AI |
| 6.56.165 | Validate social presence supports brand authority | Supportive | Medium | Deterministic + AI |
| 6.56.166 | Detect social controversies or harmful mentions | None | Medium | Deterministic + AI |
| 6.56.167 | Validate cross-platform branding consistent | Consistent | Medium | Deterministic + AI |
| 6.56.168 | Validate social backlinks functional | Functional | Medium | Deterministic + AI |
| 6.56.169 | Validate social proof strong (shares, comments, saves) | Strong | Medium | Deterministic + AI |
| 6.56.170 | Validate social sentiment consistent with brand image | Consistent | Medium | Deterministic + AI |
Off-Page Authority — Domain-Wide Signals & Long-Term Growth
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.171 | Validate domain authority trending upward | Upward | Heavy | Deterministic + AI |
| 6.56.172 | Validate referring domain growth consistent | Consistent | Heavy | Deterministic + AI |
| 6.56.173 | Validate high-authority referring domains increasing | Increasing | Heavy | Deterministic + AI |
| 6.56.174 | Validate industry-specific links increasing | Increasing | Medium | Deterministic + AI |
| 6.56.175 | Detect loss of critical authority links | None | Medium | Deterministic + AI |
| 6.56.176 | Validate long-term off-page signals stable | Stable | Medium | Deterministic + AI |
| 6.56.177 | Validate link profile suitable for competitive ranking | Suitable | Medium | Deterministic + AI |
| 6.56.178 | Detect link gaps vs top competitors | None | Medium | Deterministic + AI |
| 6.56.179 | Validate topical backlink clusters present | Present | Medium | Deterministic + AI |
| 6.56.180 | Validate off‑page signals reinforce main topics | Reinforcing | Medium | Deterministic + AI |
AI-Specific Link Signals — Machine Favorability & Traceability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.181 | Validate AI crawlers can trace link graph | Traceable | Heavy | Deterministic + AI |
| 6.56.182 | Validate anchor text supports AI embeddings | Supportive | Heavy | Deterministic + AI |
| 6.56.183 | Validate semantic context predictable for AI | Predictable | Heavy | Deterministic + AI |
| 6.56.184 | Validate external content gives clean structured signals | Clean | Medium | Deterministic + AI |
| 6.56.185 | Validate external site metadata consistent | Consistent | Medium | Deterministic + AI |
| 6.56.186 | Detect AI misinterpretation risk in link context | None | Medium | Deterministic + AI |
| 6.56.187 | Validate AI-friendly markup surrounding links | Present | Medium | Deterministic + AI |
| 6.56.188 | Validate consistent semantic path (entity → link → context) | Consistent | Medium | Deterministic + AI |
| 6.56.189 | Detect broken AI-crawl patterns | None | Medium | Deterministic + AI |
| 6.56.190 | Validate multimodal external signals (text, images, schema) aligned | Aligned | Medium | Deterministic + AI |
Final Off-Page SEO, Backlink Health & AI Link Signal Scoring
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.56.191 | Validate off-page identity consistent | Consistent | Critical | Deterministic + AI |
| 6.56.192 | Validate no external contradictions in brand identity | None | Critical | Deterministic + AI |
| 6.56.193 | Validate off-page signals strong enough to rank | Strong | Heavy | Deterministic + AI |
| 6.56.194 | Validate link graph stability | Stable | Heavy | Deterministic + AI |
| 6.56.195 | Validate long-term off-page momentum | Positive | Medium | Deterministic + AI |
| 6.56.196 | Validate consistent mention/link growth | Consistent | Medium | Deterministic + AI |
| 6.56.197 | Validate off-page sentiment supportive | Supportive | Medium | Deterministic + AI |
| 6.56.198 | Validate off-page context aligns with AI classification | Aligned | Medium | Deterministic + AI |
| 6.56.199 | Validate external authority signals non-conflicting | Non-conflicting | Medium | Deterministic + AI |
| 6.56.200 | Compute Final Off-Page SEO, Backlink & AI Link Score | Finalized | Critical | Deterministic + AI |
← 6.55 Content Quality, AI-Optimization, NLP Depth, Semantic Search Readiness & Topical Authority6.57 Advanced Technical SEO, Rendering, Indexation, Canonical Systems, Log Analysis & AI Crawlability →
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