Companies in the category 'RAG'
These are companies that provide open source tools or platforms for Retrieval Augmented Generation (RAG) in natural language processing.
AI-powered ad creative generation
Krux AI is building AI-powered ad creative generation tools for performance marketers, enabling the production of thousands of optimized video ad variants at scale. Its product, Lumiad, allows DTC brands to generate high-converting UGC-style video ads from a product URL in minutes, using AI avatars and automated scripting. The company also develops RagBuilder, an open-source toolkit for optimizing Retrieval Augmented Generation (RAG) pipelines for production use.
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Open-source RAG engine for document understanding
RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. When integrated with LLMs, it is capable of providing truthful question-answering capabilities, backed by well-founded citations from various complex formatted data.
AI agents for customer support automation
Quivr is an AI-powered customer support automation platform that deploys six specialized AI agents to handle support tickets, draft responses, process refunds, route inquiries, and engage website visitors around the clock. Built on an open-source RAG (retrieval-augmented generation) framework, Quivr integrates with helpdesk tools such as Zendesk, Intercom, Freshdesk, and Gorgias, and connects to e-commerce, CRM, and payment systems to provide real-time data-driven responses.
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Open-source LLM evaluation framework
Ragas is an open-source framework designed to evaluate and optimize Large Language Model (LLM) applications. It provides objective metrics, intelligent test data generation, and data-driven insights to streamline evaluation workflows and improve LLM performance.
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Supermemory is a developer-friendly API that seamlessly integrates external knowledge into AI applications. It serves as a memory layer for AI stacks, providing semantic search and retrieval capabilities that enhance models with relevant context.
AI memory engine for LLM applications
Cognee AI provides an advanced AI tool that transforms raw data into structured memories to improve large language model outputs. Its solution serves as a memory layer for AI agents.
AI platform for building agents and assistants.
Vectara provides a platform that leverages AI and machine learning to enhance search and discovery capabilities for enterprises. Their core technology offers retrieval augmented generation (RAG) as a service, which enhances contextual understanding and relevance in search results. Vectara primarily serves enterprise customers.
Open-source AI-powered enterprise search
Onyx offers open-source solutions for real-time data processing and analytics, enabling organizations to analyze large datasets efficiently. Their platform supports various data sources and integrations.
AI-native database for LLM applications
Infiniflow is an AI infrastructure and service provider committed to democratizing AI technology. Their flagship product, Infinity, is an AI-native database designed for Retrieval-Augmented Generation scenarios.

