Home / Check catalog / 3. Content Quality & Entity Semantics / 3.9 Information Gain & Novelty Evaluation Suite

3.9 Information Gain & Novelty Evaluation Suite

30 checks in Content Quality & Entity Semantics. AI-assisted Scored in the Deep Audit's AI analysis pass.

IDCheckPasses whenWeightRuns
3.9.01Identify the primary claim or thesis on each key content pageClear thesis presentCriticalDeterministic + AI
3.9.02Evaluate whether primary claim contains information not present in top 10 SERP resultsNovel information detectedCriticalDeterministic + AI
3.9.03Detect original data, statistics, or research cited with primary sourcesOriginal data presentHeavyDeterministic + AI
3.9.04Detect proprietary frameworks, models, or methodologiesUnique IPHeavyDeterministic + AI
3.9.05Detect first-hand experience signals (case studies, testimonials, before/after)Experience evidenceHeavyDeterministic + AI
3.9.06Detect unique visual content (original images, diagrams, infographics)Original visualsHeavyDeterministic + AI
3.9.07Detect unique video content (not embedded third-party)Original videoMediumDeterministic + AI
3.9.08Evaluate content freshness (updated within 12 months for evergreen, 3 months for dynamic)CurrentHeavyDeterministic + AI
3.9.09Detect content that merely summarizes competitor content without adding valueNot derivativeMediumDeterministic + AI
3.9.10Detect content that provides a unique angle or perspective on common topicsUnique angleMediumDeterministic + AI
3.9.11Detect expert quotes or interviews not available elsewhereExclusive insightsMediumDeterministic + AI
3.9.12Detect original tools, calculators, or interactive elementsUnique utilityMediumDeterministic + AI
3.9.13Evaluate depth of coverage compared to top-ranking competitorsEqual or greater depthHeavyDeterministic + AI
3.9.14Detect unique subheadings/sections not covered by competitorsNovel sectionsMediumDeterministic + AI
3.9.15Detect contradictions or corrections of widely-held misconceptionsCorrective authorityMediumDeterministic + AI
3.9.16Evaluate specificity of examples (generic vs industry-specific)Specific examplesMediumDeterministic + AI
3.9.17Detect local/regional data not available in national sourcesLocal specificityMediumDeterministic + AI
3.9.18Detect temporal analysis (trends, year-over-year comparisons)Trend dataMediumDeterministic + AI
3.9.19Evaluate entity-level novelty (unique entity relationships not in Knowledge Graph)Novel entitiesMediumDeterministic + AI
3.9.20Detect pricing data, availability data, or inventory data not widely publishedExclusive dataMediumDeterministic + AI
3.9.21Evaluate multi-perspective coverage (pros AND cons, not just sales copy)BalancedMediumDeterministic + AI
3.9.22Detect user-generated content adding unique perspectives (comments, reviews)Community valueMediumDeterministic + AI
3.9.23Evaluate content for E-E-A-T signals tied to novelty (author credentials + unique insight)Credentialed noveltyMediumDeterministic + AI
3.9.24Detect content updates that add information gain (not just date changes)Substantive updatesMediumDeterministic + AI
3.9.25Evaluate whether page would lose all value if competitors' content existedIndependent valueMediumDeterministic + AI
3.9.26Detect schema markup for unique data points (datasets, statistics)Structured noveltyMediumDeterministic + AI
3.9.27Evaluate citation patterns (does content cite sources, or just assert?)Cited claimsMediumDeterministic + AI
3.9.28Detect content that could be auto-generated by AI without loss of valueHuman-unique valueMediumDeterministic + AI
3.9.29Calculate overall Information Gain delta vs top 5 SERP competitorsPositive deltaMediumDeterministic + AI
3.9.30Compute Information Gain & Novelty ScoreFinalizedHeavyDeterministic + AI

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