Research & Analysis
AISOP Insights
Engineering-grade research, technical frameworks, and strategic teardowns on generative retrieval, entity consensus, and AI search architecture.
If You Rank #1 on Google, Will AI Engines Cite You? (And Why The Answer Is No)
Over 70% of sources cited in ChatGPT search answers do not hold a top 10 Google ranking. Learn why page authority and backlinks no longer guarantee generative AI citations, and how passage-level extraction works.
Read Research Paper →The Boy Who Cried Wolf, and the Brands AI No Longer Believes
Why AI answer engines like ChatGPT, Perplexity, and Gemini trust corroborated evidence over confident claims, and what that means for how brands build credibility.
Read Research Paper →Entity Consensus & The RAG Retrieval Pipeline: How LLMs Synthesize Brand Truth
An in-depth look at how vector databases, passage extraction, and multi-source cross-referencing dictate whether an LLM includes your product in vendor recommendation prompts.
Read Research Paper →