EXPLORE THE TOPIC
Go deeper into retrieval, evidence and answer quality. These 10 guides cover different questions within the subject, with practical examples and connections to the wider library.
This guide is part of the King of AEO learning library.
Advanced Concepts
Understand retrieval-augmented generation, from document selection to answer synthesis, with an example and separate checks for retrieval and faithfulness.
Read the guide · 6 minAdvanced Concepts
Learn how semantic search connects different phrasings, where similarity can mislead and how to test results using exact identifiers, context and reader intent.
Read the guide · 6 minAdvanced Concepts
Understand embeddings as numerical representations, including model compatibility, similarity limits and implications for clear, well-structured content.
Read the guide · 6 minAdvanced Concepts
Learn content chunking trade-offs, including boundaries, overlap, tables and exceptions, with ways to keep retrieved passages understandable on their own.
Read the guide · 6 minAdvanced Concepts
Understand grounding in AI answers, distinguish support from truth and diagnose whether an error comes from missing evidence, poor sources or interpretation.
Read the guide · 6 minAdvanced Concepts
Learn to identify AI hallucinations, separate invented details from source errors and document failures so corrections address the actual cause.
Read the guide · 6 minAdvanced Concepts
Assess citation quality by checking the exact passage, date, scope and qualifications, and distinguish full support from partial support or contradiction.
Read the guide · 6 minAdvanced Concepts
Use images, diagrams, audio and video to explain useful information, with accurate captions, transcripts and text alternatives that preserve the meaning.
Read the guide · 6 minAdvanced Concepts
Understand the llms.txt proposal, decide whether a specific consumer needs it and maintain a useful file without treating it as an AI ranking requirement.
Read the guide · 6 minAdvanced Concepts
Plan for the future of AEO with durable information quality, explicit scenarios and reversible experiments, avoiding unsupported forecasts and ranking claims.
Read the guide · 6 min