THE LEARNING
PATH
17 resources in the right order. From understanding Reciprocal Rank Fusion to building full AI citation authority. No shortcuts — just the actual sequence that works.
What Is Reciprocal Rank Fusion?
Start here. Before anything else, understand the algorithm that determines what AI systems cite. This is the single most important concept on this entire site.
RRF Is The New PageRank
Why PageRank is dying and how RRF replaced it as the authority model that matters. The strategic context before you optimize for anything.
Why AI Search Will Overtake Google
The numbers, the timeline, and what it means for your content strategy. Not hype — actual adoption curves and business implications.
How I Got Cited By ChatGPT: The Exact Steps
A real case study with real steps. From zero AI citations to consistent mentions across ChatGPT, Claude, and Perplexity.
Citation Probability: The Science of Getting Cited by AI
The five-factor model that determines whether AI systems cite your content. Source authority, answer completeness, structural clarity, semantic relevance, and freshness.
Vector Embeddings: Optimizing for Semantic Retrieval
How AI systems actually find your content using vector similarity. Why keyword density is irrelevant and semantic coverage is everything.
AEO Strategy: The Complete Guide to Answer Engine Optimization
The full implementation roadmap. Content architecture, entity signals, multi-system optimization, and measurement frameworks.
Entity Optimization: How AI Systems Actually Recognize Authority
Why AI search ranks entities, not pages. The three pillars of entity optimization and the compounding effect that makes authority self-sustaining.
Knowledge Graph Injection: Getting Into AI Systems
Wikidata, Schema.org, and the specific signals that get your entity into the knowledge graphs that power AI answers.
Schema Markup: The Most Underrated SEO Investment
Why structured data is the most direct signal you can send to AI systems — and exactly how to implement it for maximum citation impact.
RRF Signal Mapping: Reciprocal Rank Fusion Decoded
The exact signals that boost your RRF score across all retrieval pipelines. The math, the mechanisms, and the optimization framework.
Why Every SEO Audit Misses the Real Problems
The diagnostic gaps that keep sites from growing despite clean audits. What the real problems are and how to actually find them.
Citation Probability Calculator
Estimate your citation probability across 8 factors. See where your content sits on the citation readiness spectrum.
Citation Health Dashboard
A 12-factor AEO diagnostic that shows your citation readiness score and priority action recommendations.
FAQ Schema Generator
Generate production-ready FAQPage JSON-LD markup instantly. The fastest way to implement the highest-impact AEO signal.
EEAT Is Mostly Bullshit
The proxy signal theater that the SEO industry treats as gospel. What EEAT actually measures vs. what it claims to measure.
The SEO Truth Bomb Checklist
47 brutally honest diagnostic questions across Technical SEO, Content Optimization, Entity Authority, and Competitive Positioning.