Trieve

Trieve is a powerful, developer-focused platform designed for building sophisticated AI-powered search and discovery experiences. Originally a commercial product trusted by over 5,000 companies, Trieve was acquired by Mintlify and has since transitioned into a fully open-source project under the permissive MIT license. This makes its advanced technology accessible to all developers for free, allowing them to create state-of-the-art search solutions with complete control and data privacy.

The platform provides the essential infrastructure for a wide range of applications, from semantic search engines that understand user intent to complex Retrieval-Augmented Generation (RAG) systems that power conversational AI. Trieve is built to be self-hostable, giving organizations the ability to deploy it on their own infrastructure, ensuring that sensitive data never leaves their control. It is designed for scalability and performance, equipped with a robust API that was battle-tested in production environments.

How to use Trieve

As an open-source tool, using Trieve involves integration by developers into their own applications and systems. The typical workflow is as follows:

1. Deployment: Clone the Trieve repository from GitHub. Use the provided Terraform templates to deploy the entire stack on your preferred cloud provider (like AWS, GCP, Azure) or on-premise servers. The system is designed with no external dependencies for a streamlined setup.
2. Data Ingestion: Use Trieve's comprehensive API to index your data. This involves breaking down documents, web pages, or other content into manageable 'chunks' and storing them. Trieve handles the vectorization process for semantic search.
3. API Integration: Integrate the 72-endpoint API into your application. Use the API to perform complex queries, including semantic search, keyword search, or a hybrid of both. The API also supports building conversational flows for RAG applications.
4. Model Configuration: Trieve is model-agnostic. You can configure it to use various open-source embedding models or bring your own models (BYO). This flexibility allows you to choose the best-performing and most cost-effective models for your specific use case.

Core Features of Trieve

• Open Source (MIT License): Free to use, modify, and distribute. No licensing fees, providing complete freedom and transparency.
• Self-Hostable: Deploy on your own infrastructure for maximum data security, privacy, and performance.
• State-of-the-Art Search: Combines semantic, keyword, and vector search to deliver highly relevant results that understand user intent, not just keywords.
• RAG Infrastructure: Provides all the necessary components to build sophisticated conversational AI and question-answering systems.
• Model Flexibility: Supports a wide range of open-source embedding models and allows you to bring your own models (BYO) and LLM keys.
• Robust API: A comprehensive 72-endpoint API that covers data ingestion, search, recommendations, and analytics.
• Dynamic Recommendations: An AI personalization engine that can be used to guide users to relevant content or products seamlessly.
• Comprehensive Analytics: Built-in tools to provide insights into search performance and user behavior, helping teams optimize the discovery experience.

Use Cases for Trieve

Trieve's versatile infrastructure is suitable for a wide array of applications:

• Technical Documentation: Creating intelligent search and chatbot experiences for developer docs, as exemplified by its acquisition by Mintlify.
• E-commerce: Powering advanced product discovery, personalized recommendations, and conversational shopping assistants.
• Internal Knowledge Management: Building a smart search engine for a company's internal wiki, documents, and data repositories.
• SaaS Platforms: Embedding powerful in-app search and AI-driven features to improve user engagement and satisfaction.
• Legal & e-Discovery: Managing and searching through vast volumes of legal documents, which was one of Trieve's original applications.

Advantages of Trieve

The primary advantage of Trieve is that it offers enterprise-grade, production-ready AI search technology as a free, open-source tool. This democratizes access to capabilities that were previously expensive and proprietary. Key benefits include full data control, no vendor lock-in, infinite customizability, and the cost-effectiveness of running on your own infrastructure. Its proven track record with major clients before going open-source guarantees its reliability and scalability.

Pricing and Plans

Trieve is now completely free to use under the MIT open-source license. There are no subscription fees, usage-based charges, or licensing costs associated with the software itself. The only costs are those related to self-hosting the platform, which include server/cloud infrastructure expenses, data storage, and compute resources required to run the search and AI models.