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.
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", "headline": "Principal Search Engineer | Author", "title": "Principal Search Engineer, Author of \"AI-Powered Search\" & \"Relevant Search\".", "linkedin_url": "", "twitter_handle": "", "custom_social_link": "", "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idAgPm7IvG/id85L14isQ.svg", "type": "logo", "file_type": "svg", "uuid": "c9cf80b5-b0bc-426e-b0eb-d91807bb1e55", "name": "Shopify.com"}, {"image_url": "https://asset.brandfetch.io/id2VbA0wwD/idv8cqA42F.png", "type": "icon", "file_type": "png", "uuid": "d635656d-e32e-4a9f-b69e-e7edd208531b", "name": "OpenSource Connections"}, {"image_url": "https://asset.brandfetch.io/idkKwm0IT0/idklqyFZ_8.svg", "type": "logo", "file_type": "svg", "uuid": "705bfccc-13c4-47cf-ae4d-b681871bd8c9", "name": "Reddit"}, {"image_url": "https://asset.brandfetch.io/idAo3WRIoq/idpY-V37uF.svg", "type": "logo", "file_type": "svg", "uuid": "f5985ff7-9cc4-4b06-b676-00562d7208c1", "name": "Wikipedia"}, {"image_url": "https://asset.brandfetch.io/idvwtgSsRX/idESHQtUtB.svg", "type": "logo", "file_type": "svg", "uuid": "f2db2ed5-cce4-4751-bf87-e95fc887c870", "name": "Yelp"}], "label": "\n"}, "highlights": null, "highlights_html": "Daniel Svonava and his team at Superlinked have been focused on AI-powered search and data processing systems since 2021, running 1TB+ vector search indexes in e-commerce and enterprise search. In 2026 they are gearing up for a launch of their most ambitious project yet - a fully open source inference engine & cluster software, aiming to democratize the access to less well known but sorely needed models from multi-vector vision capable search models to relationship-extracting SLMs.
", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/UR2rzj5uSjmspDLlqPSa_daniel-s.jpeg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}, {"name": "Trey Grainger", "uuid": "9a6d4a4e-6134-49b8-824f-6c2d90ecfd18", "logos": {"label": "", "logos": []}, "title": "Founder at Searchkernel, Author \"AI-Powered Search\".", "bio_html": "Trey is lead author of the book AI-Powered Search and is the founder of Searchkernel, a software company building the next generation of AI-powered search. He is an advisor to several startups and adjunct professor of computer science at Furman University. He previously served as CTO of Presearch, a decentralized web search engine, and as chief algorithms officer and SVP of engineering at Lucidworks, an search company whose search technology powers hundreds of the world’s leading organizations. Trey in an instructor for the AI-Powered Search course on Maven.
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He’s led search at Reddit, Shopify, and Wikipedia, authored Relevant Search and AI Powered Search, and advised 100+ organizations over the years - all in pursuit of the same question: how does search actually work?
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