From fe5c65e94e209e868a319ec0f24030b0b687e75b Mon Sep 17 00:00:00 2001 From: "mintlify[bot]" <109931778+mintlify[bot]@users.noreply.github.com> Date: Tue, 9 Sep 2025 23:53:06 +0000 Subject: [PATCH 1/2] Update guides/searching-with-trieve.mdx --- guides/searching-with-trieve.mdx | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/guides/searching-with-trieve.mdx b/guides/searching-with-trieve.mdx index 32e0fa9..e1d4713 100644 --- a/guides/searching-with-trieve.mdx +++ b/guides/searching-with-trieve.mdx @@ -51,6 +51,19 @@ Hybrid search, does both a full text search, and semantic search. From those res This search_type is `hybrid`. +### Neural Hashing + +Trieve now supports neural hashing, a breakthrough technique that compresses vector embeddings without losing information. Neural hashing allows us to: + +- Compress vectors to 1/10th their normal size while retaining up to 99% of the information +- Process hashed vectors up to 500x faster than standard vector similarity +- Run on standard hardware and databases instead of specialized GPU infrastructure +- Deliver results as fast as keyword search while maintaining semantic understanding + +Neural hashing combines the precision of keyword search with the conceptual understanding of semantic search, providing both higher precision and higher recall. This technique eliminates the computational expense traditionally associated with vector search, making AI-powered retrieval practical for production environments. + +When using hybrid search, Trieve automatically leverages neural hashing techniques to optimize performance while maintaining search quality. + ## Search Paradigms We offer three different search strategies for you to choose from: From 87ecb9ded4d6fbff275376fd807e3cbb0fbf1e45 Mon Sep 17 00:00:00 2001 From: "mintlify[bot]" <109931778+mintlify[bot]@users.noreply.github.com> Date: Tue, 9 Sep 2025 23:53:12 +0000 Subject: [PATCH 2/2] Update guides/searching-with-trieve.mdx --- guides/searching-with-trieve.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/guides/searching-with-trieve.mdx b/guides/searching-with-trieve.mdx index e1d4713..77a3a94 100644 --- a/guides/searching-with-trieve.mdx +++ b/guides/searching-with-trieve.mdx @@ -23,7 +23,7 @@ Hybrid: Uses a reranker model that pulls one page of results from both fulltext ## Search Modes -Trieve offers 4 different types of search. +Trieve offers 5 different types of search. ### Semantic Search