Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov

James Dooley is joined by Sergey Lucktinov to explain how large language models retrieve information during AI searches. They break down the full retrieval pipeline, from metadata-only filtering to light skimming and deep page parsing. The discussion clarifies when LLMs rely on meta titles and descriptions, when pages are never opened, how schema markup is interpreted, and how knowledge vault answers bypass search entirely. This episode gives SEOs and marketers a clear framework for optimising content to survive each LLM retrieval stage.Where to Listen to This EpisodeDo LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov is available across all major podcast platforms. Choose your preferred platform below.Listen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on TransistorListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Pocket CastsListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Amazon MusicListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on SpotifyListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on PodverseListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Pod.linkListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on CastroListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on CastboxListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Podcast AddictListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on DeezerListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Listen NotesListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Podcast GuruListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on PodchaserListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on StenoListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on MetacastListen to Do LLMs Use Metadata or Page Content? James Dooley Interviews Sergey Lucktinov on Entity Home