6.82 Local Relevance, LLM Summarization Clarity & GEO-Semantic Signals
120 checks in Schema, Local, Trust, Deep Audit. AI-assisted
Scored in the Deep Audit's AI analysis pass.
Local Relevance — GEO Context, Service Area Alignment & Location Clarity
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.01 | Validate page includes clear location signals (city/region) | Clear | Critical | Deterministic + AI |
| 6.82.02 | Validate service area explicitly stated | Stated | Critical | Deterministic + AI |
| 6.82.03 | Validate content references streets, landmarks or local context | Present | Heavy | Deterministic + AI |
| 6.82.04 | Validate geo-phrases appear naturally | Natural | Heavy | Deterministic + AI |
| 6.82.05 | Detect missing geo modifiers for service queries | None | Heavy | Deterministic + AI |
| 6.82.06 | Validate consistency of city/region naming | Consistent | Medium | Deterministic + AI |
| 6.82.07 | Detect outdated geographic references | None | Medium | Deterministic + AI |
| 6.82.08 | Validate localized examples included | Included | Medium | Deterministic + AI |
| 6.82.09 | Validate local terminology/phrases appropriate | Appropriate | Medium | Deterministic + AI |
| 6.82.10 | Detect unnatural or spammy geo repetition | None | Medium | Deterministic + AI |
LLM Summarization — AI Readability, GEO-Topic Clarity & Intent Alignment
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.11 | Validate page easy for AI to summarize | Summarizable | Heavy | Deterministic + AI |
| 6.82.12 | Validate summary retains local context correctly | Correct | Heavy | Deterministic + AI |
| 6.82.13 | Validate key services appear in LLM summary | Present | Heavy | Deterministic + AI |
| 6.82.14 | Detect ambiguity in main service offering | None | Medium | Deterministic + AI |
| 6.82.15 | Validate intent alignment (service vs info) | Aligned | Medium | Deterministic + AI |
| 6.82.16 | Validate location retained in summary without distortion | Retained | Medium | Deterministic + AI |
| 6.82.17 | Detect hallucination-risk phrasing (vague claims) | None | Medium | Deterministic + AI |
| 6.82.18 | Validate key differentiators appear in summary | Present | Medium | Deterministic + AI |
| 6.82.19 | Validate summaries consistent across pages | Consistent | Medium | Deterministic + AI |
| 6.82.20 | Detect missing or unclear value propositions | None | Medium | Deterministic + AI |
GEO-Semantic Signals — Location Entity Binding & Regional Relevance
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.21 | Validate city/region recognized as entity by AI | Recognized | Heavy | Deterministic + AI |
| 6.82.22 | Validate service + location pairing strong | Strong | Heavy | Deterministic + AI |
| 6.82.23 | Validate nearby service areas referenced | Referenced | Medium | Deterministic + AI |
| 6.82.24 | Validate geo-entity synonyms used properly | Proper | Medium | Deterministic + AI |
| 6.82.25 | Detect conflicting location references | None | Medium | Deterministic + AI |
| 6.82.26 | Validate AI can infer correct service radius | Inferable | Medium | Deterministic + AI |
| 6.82.27 | Validate no contradictory regional info | None | Medium | Deterministic + AI |
| 6.82.28 | Validate location fits category expectations | Fit | Medium | Deterministic + AI |
| 6.82.29 | Detect misaligned geo-topics (wrong region, wrong keywords) | None | Medium | Deterministic + AI |
| 6.82.30 | Compute Local Relevance & LLM Summary Score | Finalized | Critical | Deterministic + AI |
Entity Recognition — Business, Service & Location Entities
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.31 | Validate business name recognized as an entity | Recognized | Critical | Deterministic + AI |
| 6.82.32 | Validate primary service recognized as an entity | Recognized | Critical | Deterministic + AI |
| 6.82.33 | Validate location entity paired with service entity | Paired | Heavy | Deterministic + AI |
| 6.82.34 | Validate entity mentions consistent across headings | Consistent | Heavy | Deterministic + AI |
| 6.82.35 | Validate LLMs detect correct business category | Correct | Heavy | Deterministic + AI |
| 6.82.36 | Detect ambiguous business naming | None | Medium | Deterministic + AI |
| 6.82.37 | Validate brand names not confused with competitors | Clear | Medium | Deterministic + AI |
| 6.82.38 | Validate entity roles (provider/client/location) clear | Clear | Medium | Deterministic + AI |
| 6.82.39 | Detect hallucination-prone entity mismatches | None | Medium | Deterministic + AI |
| 6.82.40 | Validate entity mentions reinforced through examples | Reinforced | Medium | Deterministic + AI |
Knowledge Graph Coherence — AI Entity Linking & Context Stability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.41 | Validate content supports Knowledge Graph linking | Supportive | Heavy | Deterministic + AI |
| 6.82.42 | Validate entity relationships expressed cleanly | Clear | Heavy | Deterministic + AI |
| 6.82.43 | Validate LLMs can form accurate graph relationships | Accurate | Heavy | Deterministic + AI |
| 6.82.44 | Validate business linked to correct service type | Correct | Medium | Deterministic + AI |
| 6.82.45 | Detect missing industry context | None | Medium | Deterministic + AI |
| 6.82.46 | Validate references to known entities (brands, orgs) correct | Correct | Medium | Deterministic + AI |
| 6.82.47 | Validate linkable facts stated consistently | Consistent | Medium | Deterministic + AI |
| 6.82.48 | Detect contradictory structured vs unstructured data | None | Medium | Deterministic + AI |
| 6.82.49 | Validate entity context stable across long-form pages | Stable | Medium | Deterministic + AI |
| 6.82.50 | Validate entity grounding strong enough for AI embeddings | Strong | Medium | Deterministic + AI |
Local Signal Reinforcement — GEO-Entity Binding & LLM Reliability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.51 | Validate address references appear naturally | Natural | Heavy | Deterministic + AI |
| 6.82.52 | Validate local service claims supported by content examples | Supported | Heavy | Deterministic + AI |
| 6.82.53 | Detect irrelevant or distant location mentions | None | Medium | Deterministic + AI |
| 6.82.54 | Validate content includes contextual reasons for locality | Included | Medium | Deterministic + AI |
| 6.82.55 | Validate local trust factors (awards, years active, community ties) | Present | Medium | Deterministic + AI |
| 6.82.56 | Validate regional terminology correctly used | Correct | Medium | Deterministic + AI |
| 6.82.57 | Detect incomplete address or region references | None | Medium | Deterministic + AI |
| 6.82.58 | Validate “near me” relevance signals embedded | Embedded | Medium | Deterministic + AI |
| 6.82.59 | Validate AI can infer correct map placement | Inferable | Medium | Deterministic + AI |
| 6.82.60 | Compute Entity Consistency & Geo-Semantic Score | Finalized | Critical | Deterministic + AI |
Local Service Relevance — Alignment with Primary & Secondary Offerings
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.61 | Validate primary service consistently mentioned | Consistent | Critical | Deterministic + AI |
| 6.82.62 | Validate secondary services clearly referenced | Clear | Heavy | Deterministic + AI |
| 6.82.63 | Validate service descriptions map to real offerings | Accurate | Heavy | Deterministic + AI |
| 6.82.64 | Detect service claims not supported by site content | None | Medium | Deterministic + AI |
| 6.82.65 | Validate service features explained with examples | Explained | Medium | Deterministic + AI |
| 6.82.66 | Validate user questions answered for each service | Answered | Medium | Deterministic + AI |
| 6.82.67 | Detect outdated service descriptions | None | Medium | Deterministic + AI |
| 6.82.68 | Validate AI can infer service workflow/process | Inferable | Medium | Deterministic + AI |
| 6.82.69 | Validate expert/differentiator elements present | Present | Medium | Deterministic + AI |
| 6.82.70 | Validate service content supports Local SEO categories | Supportive | Medium | Deterministic + AI |
Query Matching — NLP Intent, GEO-Modifiers & User Language Patterns
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.71 | Validate content covers primary queries + geo terms | Covered | Heavy | Deterministic + AI |
| 6.82.72 | Validate long-tail question variants included | Included | Heavy | Deterministic + AI |
| 6.82.73 | Validate local modifiers (“near me”, neighborhood names) present | Present | Heavy | Deterministic + AI |
| 6.82.74 | Validate latent intent categories addressed | Addressed | Medium | Deterministic + AI |
| 6.82.75 | Validate content supports implicit task-oriented queries | Supportive | Medium | Deterministic + AI |
| 6.82.76 | Detect mismatches between user query language & site phrasing | None | Medium | Deterministic + AI |
| 6.82.77 | Validate synonyms for core services included naturally | Included | Medium | Deterministic + AI |
| 6.82.78 | Validate intent-matching phrases in headings | Present | Medium | Deterministic + AI |
| 6.82.79 | Detect gaps in query-topic coverage | None | Medium | Deterministic + AI |
| 6.82.80 | Validate answerability of commercial intent queries | High | Medium | Deterministic + AI |
AI Intent Reconstruction — LLM Ability to Summarize, Classify & Rank Content
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.81 | Validate LLMs can extract correct business intent | Correct | Heavy | Deterministic + AI |
| 6.82.82 | Validate AI-generated summaries match real service offerings | Matching | Heavy | Deterministic + AI |
| 6.82.83 | Validate LLM classification: business type, service, location | Accurate | Heavy | Deterministic + AI |
| 6.82.84 | Validate content supports structured answer generation | Supportive | Medium | Deterministic + AI |
| 6.82.85 | Detect hallucination risk due to vague content sections | Low | Medium | Deterministic + AI |
| 6.82.86 | Validate headings / sections produce coherent summaries | Coherent | Medium | Deterministic + AI |
| 6.82.87 | Validate content suitable for SERP featured snippets | Suitable | Medium | Deterministic + AI |
| 6.82.88 | Validate text structure supports Q&A extraction | Supportive | Medium | Deterministic + AI |
| 6.82.89 | Validate intent indicators present (pricing, service steps, benefits) | Present | Medium | Deterministic + AI |
| 6.82.90 | Compute Local Relevance & Query Intent Alignment Score | Finalized | Critical | Deterministic + AI |
Location Signals — Neighborhoods, Landmarks & GEO-Anchors
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.91 | Validate location references present (city, neighborhood) | Present | Heavy | Deterministic + AI |
| 6.82.92 | Validate landmarks or cross-streets mentioned | Mentioned | Heavy | Deterministic + AI |
| 6.82.93 | Validate content aligns with real service radius | Aligned | Heavy | Deterministic + AI |
| 6.82.94 | Validate unique regional terms included | Included | Medium | Deterministic + AI |
| 6.82.95 | Detect outdated city/region naming | None | Medium | Deterministic + AI |
| 6.82.96 | Validate business tied to correct geo-entity | Correct | Medium | Deterministic + AI |
| 6.82.97 | Validate presence of local “service area” cues | Present | Medium | Deterministic + AI |
| 6.82.98 | Detect location ambiguity | None | Medium | Deterministic + AI |
| 6.82.99 | Validate location text supports distance-decay logic | Supportive | Medium | Deterministic + AI |
| 6.82.100 | Validate geo-modifiers placed naturally in content | Natural | Medium | Deterministic + AI |
GEO-Relevance — Searcher Intent, AI GEO-Match & Local Context Signals
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.101 | Validate content aligns with local search intents | Aligned | Heavy | Deterministic + AI |
| 6.82.102 | Validate local context strengthens relevance | Strong | Heavy | Deterministic + AI |
| 6.82.103 | Validate AI can infer correct city/service combination | Accurate | Heavy | Deterministic + AI |
| 6.82.104 | Validate implicit geo-cues (climate, culture, lifestyle) | Present | Medium | Deterministic + AI |
| 6.82.105 | Detect mismatched geo-region terminology | None | Medium | Deterministic + AI |
| 6.82.106 | Validate references to local regulations if relevant | Relevant | Medium | Deterministic + AI |
| 6.82.107 | Validate service examples localized to region | Localized | Medium | Deterministic + AI |
| 6.82.108 | Detect confusing multi-location signals | None | Medium | Deterministic + AI |
| 6.82.109 | Validate support for “near me” algorithmic matching | Strong | Medium | Deterministic + AI |
| 6.82.110 | Validate geo-relevance matches GBP categories | Matching | Medium | Deterministic + AI |
Map-Intent AI Modeling — Coordinates, Grid Matching & Entity GEO-Fusion
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.82.111 | Validate content supports map-intent queries | Supportive | Heavy | Deterministic + AI |
| 6.82.112 | Validate consistent coordinate/geospatial references | Consistent | Heavy | Deterministic + AI |
| 6.82.113 | Validate service area boundaries inferable by AI | Inferable | Heavy | Deterministic + AI |
| 6.82.114 | Validate micro-location cues (districts, zones) | Present | Medium | Deterministic + AI |
| 6.82.115 | Validate LLM can resolve entity → geo → service mapping | Clear | Medium | Deterministic + AI |
| 6.82.116 | Detect geographic contradictions | None | Medium | Deterministic + AI |
| 6.82.117 | Validate local grid coverage words (east/west/north/south) | Present | Medium | Deterministic + AI |
| 6.82.118 | Validate content supports neighborhood clustering | Supportive | Medium | Deterministic + AI |
| 6.82.119 | Detect location drift (wrong city associations) | None | Medium | Deterministic + AI |
| 6.82.120 | Compute Local Geo-Relevance & Map-Intent Score | Finalized | Critical | Deterministic + AI |
← 6.81 Entity Clustering, Cross-Page Alignment & Semantic Cohesion6.83 AI Overview Readiness, Factual Alignment & Answer Engine Signals →
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