How to Audit Publication Metadata for Entity Resolution
Jaxon Parrott
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36 posts published so far
Citation Architecture for AI Search: A JSON-LD Validation Workflow
Jaxon Parrott
How to Build AI Citation Regression Tests
Jaxon Parrott
How to Build a Query-Class Citation Matrix for AI Search
Jaxon Parrott
Generative AI Optimization Starts With Source Quality
Jaxon Parrott
How Citation Evaluation Works in Search-Augmented LLMs
Jaxon Parrott
Answer Engine Source Records Need More Than URLs
Jaxon Parrott
Why Market Research Databases Dominate AI Search Citations
Jaxon Parrott
Citation-Ready Content Architecture: What AI Search Engines Extract and Why
Jaxon Parrott
Measuring AI Citation Rates: When the Data Is Real and When It Is Noise
Jaxon Parrott
Why AI Search Ads Are Structurally Incompatible with Citation Fidelity
Jaxon Parrott
Ghost Citations: When AI Engines Use Your Content But Recommend Someone Else
Jaxon Parrott
Cross-Engine Citation Overlap: Why AI Search Engines Cite Different Sources for Identical Queries
Jaxon Parrott
Perplexity's Six-Stage Citation Pipeline: How Source Selection Actually Works
Jaxon Parrott
Domain Authority Predicts Less Than 4% of AI Citations: What the Data Shows
Jaxon Parrott
How Press Releases Actually Enter AI Search Results: Source Roles, Entity Signals, and Citation Mechanics
Jaxon Parrott
What Is GEO? How Generative Engine Optimization Works Under the Hood
Jaxon Parrott
Measuring AI Bot Traffic: A Developer's Guide to Identifying AI Assistant Crawlers
Jaxon Parrott
Three Layers of AI Search Traffic: A Developer's Attribution Guide
Jaxon Parrott
Why Content Volume Is an AI Visibility Trap
Jaxon Parrott
What Makes a Source Citable by AI: Source Role Patterns Across Six Engines
Jaxon Parrott
Building an AI Citation Scorer: Six Dimensions That Predict Whether Engines Will Cite a Source
Jaxon Parrott
How the Machine Relations Index Measures Source Authority Across Six AI Engines
Jaxon Parrott
Why AI Search Engines Cite Earned Media Over Brand-Owned Content
Jaxon Parrott
How Startups Build Entity Chains That AI Search Engines Actually Resolve
Jaxon Parrott