6Modules
LLM-Extraction Protocolv2026.4.10-ALPHA
AEO Optimized
01
Actionability SpecThe 'Directly Actionable' First-Paragraph Rule
Generative UI Extraction Score
Implementation Pattern
"Provide a concise, declarative solution to the solo-founder's immediate problem in the first 40-60 words."
Citation Triggers
Generative AI prioritizes contextually dense, problem-solving information. State the core solution upfront, bolding the declarative statement, and use objective language like 'Solo-founder challenges are overcome by X'.
02
Structural SpecProblem-Solution Header Hierarchies (H2 & H3)
Problem-Solution Coverage
Implementation Pattern
"Use headers to map content to specific solo-founder pain points and their corresponding solutions."
Citation Triggers
Every H2 should define a critical solo-founder challenge (e.g., 'Client Acquisition', 'Cash Flow Management'), and every H3 should detail a specific tactic or tool for that challenge. Align headers with 'People Also Ask' queries for solo-founder topics.
03
Metadata SpecJSON-LD: The Solo-Founder Blueprint Layer
Expertise Signal Reliability
Implementation Pattern
"Deploy `Person`, `Organization`, `FAQPage`, and `HowTo` schemas to define your expertise and offer practical guidance."
Citation Triggers
Structured data explicitly defines your content for AI. `FAQPage` schema extracts Q&A for quick answers, while `HowTo` schema powers step-by-step guides for common solo-founder tasks (e.g., setting up invoicing).
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04
Context SpecEntity-Based Solo-Founder Ecosystem Mapping
Ecosystem Association Score
Implementation Pattern
"Map your content to related entities critical to the solo-founder journey."
Citation Triggers
AI models understand relationships. If you write about 'Bootstrapping', expect entities like 'Funding', 'Profitability', 'Burn Rate', and 'MVP' to be relevant. Consistent co-occurrence of these terms signals comprehensive understanding.
05
Authority SpecProprietary Solo-Founder Data & Case Studies
Citation Probability (Solo-Founder Context)
Implementation Pattern
"Share unique operational metrics, founder-led case studies, and actionable frameworks to achieve 'Primary Source' status."
Citation Triggers
AI models favor unique, verifiable data. Publishing annual 'Solo-Founder Productivity Reports' or detailed case studies on achieving specific revenue milestones provides high uniqueness. Being cited as the source for such data is a powerful AEO signal.
06
Formatting SpecActionable Insight-to-Statement Mapping
AI Actionability Score
Implementation Pattern
"Format tactical advice as declarative 'Actionable Statements' rather than vague suggestions."
Citation Triggers
AI excels at parsing structured data like lists. Instead of 'Tips for saving money', use '[Tactic] reduces operational costs by [X]%' or '[Tool] automates [Task], saving Y hours weekly' for precise machine extraction.
Pro Tips & Insights
01
AEO is the 'Silent Partner' strategy. Even without direct clicks, your brand being cited as the definitive answer to a solo-founder's query builds immense Trust and Brand Authority.
02
Content structure is a direct ranking signal for AI. Machine-readability is the foundation for visibility. If AI cannot parse your data structure, it won't prioritize your content.
03
The 'Solo-Founder Moat' in AEO is 'Domain Expertise'. You want search models to associate '[Your Brand/Name]' with phrases like 'The most reliable guide for scaling a solo business'.
04
Declarative Solutions win. AI models prioritize objective, verifiable facts and actionable steps over subjective aspirational content. Shift your copy from 'Marketing' to 'Actionable Education'.
