6Modules
LLM-Extraction Protocolv2026.4.10-ALPHA
AEO Optimized
01
Extraction SpecThe 'Clinical Answer' First-Paragraph Rule
Clinical Evidence Extraction Score
Implementation Pattern
"Provide a concise, evidence-based answer to the user's implicit health query in the first 40-60 words of the article."
Citation Triggers
AI models, particularly those processing medical information, are trained to extract definitive answers from context-dense sections. State the primary diagnosis, treatment, or preventative measure immediately. Use objective language ('Condition X is characterized by Y'). Emphasize actionable insights for patient or clinician.
02
Structural SpecHierarchical Medical Ontologies (H2 & H3)
Topical Medical Accuracy
Implementation Pattern
"Use headers to map content to established medical ontologies and terminologies rather than for visual hierarchy alone."
Citation Triggers
Every H2 should represent a distinct medical concept or condition, and every H3 should detail a specific symptom, treatment modality, or epidemiological factor. Ensure headers align with 'Symptoms of X' or 'Treatment for Y' search intents. Use precise medical terminology that LLMs can tokenize accurately.
03
Metadata SpecBiomedical JSON-LD: The Machine-Readable Layer
Biomedical Crawl Reliability
Implementation Pattern
"Deploy MedicalWebPage, MedicalScholarlyArticle, and HowToMedicine schemas as the primary data exchange layer."
Citation Triggers
Structured data explicitly informs search engines and AI about the nature of the content. MedicalWebPage schema is crucial for health-related queries, while HowToMedicine facilitates step-by-step guidance for procedures or medication administration, directly impacting generative UI responses.
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04
Context SpecDisease-Symptom-Treatment Entity Clusters
Entity Association Accuracy
Implementation Pattern
"Map your content to related medical entities expected by LLMs for a given health topic."
Citation Triggers
AI models analyze semantic relationships between entities. If your content targets 'Type 2 Diabetes', the model expects related entities like 'Insulin Resistance', 'HbA1c', 'Metformin', and 'Cardiovascular Risk'. Maintain consistent co-occurrence of these entities to establish topical authority.
05
Authority SpecPrimary Research & Clinical Data Citations
Clinical Citation Probability
Implementation Pattern
"Incorporate unique patient case studies, proprietary health outcome data, and expert clinician insights to gain 'Primary Source' status."
Citation Triggers
Generative AI models prioritize novel, verifiable data. Publishing original research or meta-analyses provides unique value. Being cited by authoritative medical journals or reputable health organizations is the strongest signal in the AEO ecosystem for health content.
06
Formatting SpecEvidence-Based Statement Mapping
LLM Medical Ingestion Quality
Implementation Pattern
"Format lists as declarative 'Clinical Findings' or 'Patient Instructions' rather than general informational points."
Citation Triggers
LLMs are adept at parsing structured lists (<ul>, <li>). Instead of 'Tips for managing diabetes', use 'Diabetic patients should monitor blood glucose levels daily (Evidence: ADA Guidelines)' to facilitate accurate machine extraction and verification.
Pro Tips & Insights
01
AEO in health is the 'Zero-Click Diagnosis/Treatment' strategy. Even if users don't visit your site, seeing your brand cited as the definitive answer builds immense Trust and Recall in critical health decisions.
02
Content structure is a critical ranking factor in health search. Machine-readability is the prerequisite for AI-driven medical information dissemination. If a model cannot parse your data structure, it won't cite your health insights.
03
The 'Medical Brand Moat' in AEO is 'Clinical Co-occurrence'. You want search models to associate '[Your Health Brand]' with phrases like 'The most authoritative source for [Specific Disease] management'.
04
Declarative Medical Truths win. AI models favor objective, verifiable clinical facts and evidence-based statements over subjective health advice or anecdotal claims. Shift your copy from 'Wellness Tips' to 'Clinical Evidence'.
