Trey Grainger

Trey Grainger

Searchkernel

Trey Grainger is lead author of the book AI-Powered Search (Manning 2025) and founder of Searchkernel, a software consultancy building the next generation of AI-powered search. He also serves as a technical advisor at OpenSource Connections.

He previously served as CTO of Presearch, a decentralized web search engine, and as Chief Algorithms Officer and SVP of Engineering at Lucidworks, a search company whose technology powers hundreds of the world’s leading organizations. Trey is also co-author of the book Solr in Action (Manning 2014), as well as over a dozen other publications including books, journals, and research papers. Trey has 18 years of experience in search and data science focused on building self-learning search platforms integrating the most successful AI Search techniques.

Trey teaches AI Search in the course AI-Powered Search: Modern Retrieval for Humans & Agents with Doug Turnbull.

Sessions

Query Understanding with Late Interaction & Wormhole Vectors

Talk
16. September 2026, 09:15 - 10:00
Main Stage
Modern IR techniques like Late Interaction (multivector representations) and wormhole vectors (hopping between sparse & dense vector spaces) newly expand our toolbox for building state of the art Query Understanding. We'll show you how, including ranking benchmarks that blow away today's popular hybrid search (BM25 + vector similarity) techniques.