Trieve
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.
https://trieve.ai/
Product Information
Updated:Nov 9, 2024
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.
Key Features of Trieve
Trieve is an all-in-one infrastructure for building AI-powered search, recommendations, and RAG (Retrieval Augmented Generation) experiences. It combines search language models with tools for fine-tuning ranking and relevance, offering features like semantic vector search, hybrid search, date recency biasing, and merchandising relevance tuning. Trieve is open-source, self-hostable, and provides a comprehensive API for easy integration.
Hybrid Search: Combines full-text search (using SPLADE) and semantic vector search with cross-encoder re-ranker models for optimal results.
RAG Support: Enables building RAG experiences with generated outputs, citations, and message history management.
Relevance Tuning: Offers tools for merchandising, date recency biasing, and term frequency boosting to improve search relevance.
Private Open Source Models: Uses open-source embedding models and LLMs run on Trieve's servers to ensure data privacy.
Self-Hosting Option: Provides the ability to host Trieve on your own infrastructure using provided Docker containers and Terraform templates.
Use Cases of Trieve
E-commerce Product Search: Implement advanced product search with semantic understanding and merchandising capabilities.
Content Management Systems: Enhance content discovery in large document repositories with hybrid search and recommendations.
Customer Support Chatbots: Build intelligent chatbots that can retrieve relevant information and generate contextual responses using RAG.
Job Board Search: Create a powerful job search experience with semantic matching and recency biasing.
Internal Knowledge Base: Improve information retrieval in corporate wikis or knowledge bases with self-hosted, privacy-preserving search.
Pros
Comprehensive feature set combining search, recommendations, and RAG
Open-source and self-hostable, providing flexibility and control
Advanced relevance tuning capabilities for optimized search results
Privacy-focused with option to use open-source models on private servers
Cons
May require technical expertise to fully utilize all features
Potential learning curve for teams transitioning from simpler search solutions
Self-hosting option may require additional infrastructure management
How to Use Trieve
Sign up for Trieve: Create an account on the Trieve website or contact them at [email protected] to get started with their API.
Add existing data: Send your data to the Trieve API. You can either upload individual chunks of text or entire documents that will be automatically chunked by Trieve's algorithms.
Integrate the API: Add calls to Trieve's API on your create and update routes to keep your data up to date in their system.
Configure search settings: Use Trieve's management Search UI to test and fine-tune search quality, relevance, and other settings like date recency biasing.
Implement search in your application: Integrate Trieve's search API calls into your product's frontend to enable AI-powered search for your users.
Set up recommendations (optional): If desired, implement Trieve's recommendation API to provide content recommendations based on user history and content similarity.
Implement RAG (optional): To add generative AI capabilities, use Trieve's RAG API to build experiences that return generated outputs with citations and manage message history.
Fine-tune and optimize: Continuously monitor search performance and use Trieve's tuning tools like term frequency boosting and sub-sentence highlighting to improve results.
Trieve FAQs
Trieve is an API and infrastructure platform for building search, recommendations, and Retrieval-Augmented Generation (RAG) experiences. It combines search language models with tools for tuning ranking and relevance.
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Analytics of Trieve Website
Trieve Traffic & Rankings
10.5K
Monthly Visits
#1359330
Global Rank
#8516
Category Rank
Traffic Trends: Jul 2024-Nov 2024
Trieve User Insights
00:00:35
Avg. Visit Duration
7.87
Pages Per Visit
45.05%
User Bounce Rate
Top Regions of Trieve
US: 45.19%
IN: 18.9%
RU: 6.21%
HK: 4.42%
FR: 3.86%
Others: 21.42%
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