Trieve Introduction

Trieve is an all-in-one API for building advanced search, recommendations, and RAG experiences with AI-powered features like semantic search, hybrid retrieval, and relevance tuning.
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What is Trieve

Trieve offers comprehensive infrastructure for implementing intelligent search and retrieval-augmented generation (RAG) capabilities. It combines state-of-the-art language models with tools for fine-tuning ranking and relevance to provide a production-ready search solution. Founded in 2023 by Denzell Ford and Nicholas Khami, Trieve aims to empower developers to quickly implement sophisticated search and AI features without months of development time. The platform is available as a managed cloud service or can be self-hosted, with source code available on GitHub under a business source license.

How does Trieve work?

Trieve works by integrating multiple advanced search and AI technologies into a unified API. It uses SPLADE for neural full-text search, dense vector embeddings for semantic search, and combines these in a hybrid approach with cross-encoder re-ranking. Users can upload their data to Trieve, which then handles chunking, indexing, and embedding. The API provides endpoints for search, recommendations, and RAG, allowing developers to easily implement these features in their applications. Trieve also offers tools for relevance tuning, including date recency biasing, term frequency boosting, and merchandising capabilities. For RAG applications, it manages message history and provides generated outputs with citations.

Benefits of Trieve

By using Trieve, companies can dramatically reduce the time and resources needed to implement advanced search and AI features. It eliminates the need to build and maintain complex search infrastructure, allowing teams to focus on their core product. The platform's flexibility enables both technical and non-technical staff to fine-tune search relevance, improving user experiences. Trieve's self-hosting option and use of open-source models address data privacy concerns. Additionally, its comprehensive feature set, including semantic search, recommendations, and RAG, allows businesses to enhance their products with cutting-edge AI capabilities without requiring extensive in-house expertise.

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