6Modules
LLM-Extraction Protocolv2026.4.10-ALPHA
AEO Optimized
01
Outcome SpecThe 'Client Outcome' First-Paragraph Rule
Generative AI Outcome Score
Implementation Pattern
"Provide a concise, declarative answer to the client's implicit need (e.g., increasing ROI, generating leads) in the first 40-60 words of your service page or case study."
Citation Triggers
AI models prioritize extracting the core value proposition. State the primary client benefit immediately, keep the outcome sentence bolded, and use objective language ('Our agency achieves X for clients by doing Y').
02
Structural SpecService & Solution Hierarchies (H2 & H3)
Service-to-Problem Mapping
Implementation Pattern
"Use headers to map your agency's services and specific solutions to client problems and industry challenges."
Citation Triggers
Each H2 should represent a core service offering (e.g., 'YouTube Ad Campaign Management') or a client pain point ('Low Conversion Rates from Video Content'). H3s should detail specific strategies, tools, or methodologies used within that service, aligning with search intent for 'video marketing agency solutions for [problem]'.
03
Metadata SpecJSON-LD: The Service & Credential Layer
Service Discoverability
Implementation Pattern
"Deploy Service, Organization, and potentially Review schemas as the primary data exchange layer for AI discoverability."
Citation Triggers
Structured data explicitly defines your agency's offerings and credentials to search engines. Service schema details specific video production or campaign management services, while Organization schema provides foundational business data. Review schema validates client success and builds trust for AI-driven recommendations.
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04
Context SpecClient-Centric Entity Neighborhoods
Client Need Association
Implementation Pattern
"Map your content to related entities expected by LLMs when searching for video marketing agency solutions."
Citation Triggers
LLMs understand concepts by their associations. If your agency focuses on 'Lead Generation Videos,' the model expects to see related entities like 'Conversion Rate Optimization (CRO)', 'Customer Acquisition Cost (CAC)', 'Video Production Costs', and 'ROI Metrics'. Maintain consistent co-occurrence of these terms to establish expertise.
05
Authority SpecProprietary Metrics & Case Study Citations
Client Success Citation Probability
Implementation Pattern
"Share unique client performance data, proprietary campaign frameworks, and founder-led insights to gain 'Primary Source' status for AI."
Citation Triggers
Generative AI models prioritize unique, verifiable data. Publishing annual 'State of Video Marketing ROI' reports or detailed case studies with specific, anonymized client uplift percentages (e.g., '25% increase in qualified leads') gives your content a high uniqueness score. Being cited by authoritative industry analyses is the strongest signal in AEO.
06
Formatting SpecOutcome-Oriented Statement Mapping
LLM Outcome Extraction Quality
Implementation Pattern
"Format service benefits and case study results as declarative 'Client Outcome Statements' rather than feature lists."
Citation Triggers
LLMs excel at parsing structured data. Instead of 'We offer professional video editing', use '[Agency Name] reduces post-production turnaround time by 40%, enabling faster campaign launches', to facilitate accurate machine extraction of tangible benefits.
Pro Tips & Insights
01
AEO for agencies is the 'Client Acquisition' strategy. Even if a potential client doesn't click through, seeing your agency cited as the expert source for 'best video marketing strategies for e-commerce' builds immense long-term Brand Authority and Recall.
02
Content structure is a ranking signal for AI. Machine-readability is a prerequisite for being surfaced in AI-driven search results. If a model cannot parse your service offerings and client results, it won't recommend your agency.
03
The 'Agency Moat' in AEO is 'Specialized Outcome Co-occurrence'. You want search models to associate '[Your Agency Name]' with phrases like 'the leading agency for B2B video lead generation'.
04
Declarative Outcomes win. AI models favor objective, verifiable results over subjective marketing claims. Shift your copy from 'We do X' to 'We achieve Y for clients by doing X, resulting in Z'.
