What (un)exactly do you mean by semantic search?

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Posted on Tue May 5 2026 | 1:10 pm

Ryan welcomes Bryan O’Grady,  Head of Field Research and Solutions Architecture at Qdrant, to discuss the differences between traditional text search engines powered by Lucene and modern vector databases, when vector search’s exact-match needs work for things like logs and security analytics and when semantic search works for user-facing discovery and non-exact results, and how Qdrant is growing into video embeddings and local-agent contexts.

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