Home / Check catalog / 8. Multimodal Content & Media / 8.2 Image Topic Alignment & AI Multimodal Relevance

8.2 Image Topic Alignment & AI Multimodal Relevance

30 checks in Multimodal Content & Media. Planned Specified and cataloged; automation is being rolled out.

Topic Alignment — Image–content Matching & Contextual Relevance

IDCheckPasses whenWeightRuns
8.2.01Validate each image is topically relevantRelevantCriticalDeterministic
8.2.02Validate images reinforce the page’s main topicReinforcingHeavyDeterministic
8.2.03Validate images support user intentSupportiveHeavyDeterministic
8.2.04Detect off-topic or filler imagesNoneHeavyDeterministic
8.2.05Validate image subject matches headline/subheading contentMatchingMediumDeterministic
8.2.06Validate image context aligns with paragraph themesAlignedMediumDeterministic
8.2.07Detect outdated or deprecated topical imageryNoneMediumDeterministic
8.2.08Validate visual metaphors are semantically correctCorrectMediumDeterministic
8.2.09Validate images enhance concept comprehensionEnhancedMediumDeterministic
8.2.10Compute Image Topic Alignment ScoreFinalizedCriticalDeterministic

Entity Matching — Multimodal Entity Detection & Semantic Signaling

IDCheckPasses whenWeightRuns
8.2.11Validate images reinforce key entities mentioned in textReinforcedHeavyDeterministic
8.2.12Validate recognizable objects/entities match alt textMatchingHeavyDeterministic
8.2.13Validate LLM entity extraction consistent between text + imagesConsistentHeavyDeterministic
8.2.14Detect conflicting entity signals (image vs. text)NoneMediumDeterministic
8.2.15Validate image choice helps disambiguate entitiesHelpfulMediumDeterministic
8.2.16Validate images support schema entities where relevantSupportiveMediumDeterministic
8.2.17Detect hallucination-risk images (ambiguous visuals)NoneMediumDeterministic
8.2.18Validate images help AI categorize page topicHelpfulMediumDeterministic
8.2.19Validate multimodal alignment for AI Overview systemsAlignedMediumDeterministic
8.2.20Compute Image Entity Alignment ScoreFinalizedHeavyDeterministic

Relevance Signaling — NLP, Multimodal Coherence & Search Interpretability

IDCheckPasses whenWeightRuns
8.2.21Validate text around images provides semantic anchorsAnchoredHeavyDeterministic
8.2.22Validate image placement feels intentional, not decorativeIntentionalHeavyDeterministic
8.2.23Validate captions/title attributes reinforce contextReinforcingMediumDeterministic
8.2.24Detect misleading image–content relationshipsNoneMediumDeterministic
8.2.25Validate images used consistently across related pagesConsistentMediumDeterministic
8.2.26Validate image contributions to semantic densityContributiveMediumDeterministic
8.2.27Detect duplicate images reused excessivelyMinimalMediumDeterministic
8.2.28Validate images help differentiate subtopicsDifferentiatingMediumDeterministic
8.2.29Validate images support user comprehension + AI interpretabilitySupportiveMediumDeterministic
8.2.30Compute Image Relevance & Multimodal Integrity ScoreFinalizedCriticalDeterministic

← 8.1 Image Alt & Caption Scoring8.3 Video Transcript Availability & Multimodal Accessibility →

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