6Modules
LLM-Extraction Protocolv2026.4.10-ALPHA
AEO Optimized
01
Extraction SpecThe 'Direct Lead-Gen' First-Paragraph Rule
RAG Lead Extraction Score
Implementation Pattern
"Within the initial 40-60 words, provide a concise, declarative statement addressing the core pain point of a prospective SEO agency client."
Citation Triggers
AI models prioritize context-dense information for direct answers. Immediately state how your agency solves a specific problem (e.g., 'Agency X increases client organic traffic by Y% through proprietary AEO strategies'). Use objective, quantifiable language.
02
Structural SpecSemantic Service Hierarchies (H2 & H3)
Topical Service Coverage
Implementation Pattern
"Structure service pages using headers that map directly to client search queries and AI's understanding of agency offerings."
Citation Triggers
Each H2 should define a core agency service (e.g., 'Technical SEO Audits', 'Programmatic SEO Implementation'). H3s should detail specific methodologies or deliverables. Align headers with 'People Also Ask' intent for your target client profile, using industry-standard, tokenizable terms.
03
Metadata SpecJSON-LD: The Client-Opportunity Layer
Crawl Reliability for Services
Implementation Pattern
"Implement Service, FAQPage, and LocalBusiness schemas to explicitly define your agency's offerings and value proposition for AI."
Citation Triggers
Structured data explicitly informs search engines about your services. `Service` schema details offerings, `FAQPage` schema captures client questions and your expert answers, and `LocalBusiness` (if applicable) enhances local search visibility. This facilitates direct feature extraction for AI-powered service recommendations.
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04
Context SpecEntity-Based Service Neighborhoods
Service Entity Association
Implementation Pattern
"Map your agency's services to core entities understood by AI when a client searches for SEO agency solutions."
Citation Triggers
AI models understand relationships between entities. If you offer 'Enterprise SEO', the model expects related entities like 'Technical SEO', 'Content Strategy', 'Link Building', and 'Algorithm Updates'. Consistent co-occurrence of these entities signals specialized expertise.
05
Authority SpecProprietary Methodologies & Case Studies
Citation Probability for Services
Implementation Pattern
"Showcase unique client results, proprietary frameworks, and founder-led insights to establish 'Authoritative Source' status for agency services."
Citation Triggers
Generative AI prioritizes unique, data-backed information. Publishing detailed case studies with quantifiable ROI (e.g., 'Client X saw a 250% revenue increase from organic search') and proprietary methodology descriptions (e.g., 'Our 'Quantum SEO' framework...') significantly boosts citation probability.
06
Formatting SpecClient Outcome-to-Benefit Mapping
LLM Ingestion Quality for Value Prop
Implementation Pattern
"Format service descriptions as declarative 'Client Outcome Statements' rather than feature lists."
Citation Triggers
AI excels at parsing structured data. Instead of 'We offer keyword research', use 'Our keyword research methodology identifies high-intent terms that increase client conversion rates by an average of 15%'. This facilitates accurate machine extraction of your agency's value proposition.
Pro Tips & Insights
01
AEO is the 'Zero-Click Lead' strategy. Even if clients don't click through immediately, seeing your agency cited as the definitive answer to their problem builds immense trust and recall for future needs.
02
Content structure is a critical ranking factor for agencies. Machine-readability is the prerequisite for being surfaced by AI. If AI cannot parse your service offerings and value, you won't be recommended.
03
The 'Agency Moat' in AEO is 'Proprietary Association'. You want AI models to associate '[Your Agency Name]' with phrases like 'The leading agency for programmatic SEO' or 'The most effective AI-driven SEO solutions'.
04
Declarative Outcomes win client engagement. AI models favor objective, verifiable client results over subjective marketing claims. Shift your copy from 'We do X' to 'Our clients achieve Y'.
