Best Retrieval-Augmented Generation (RAG) Software - Page 3

Compare the Top Retrieval-Augmented Generation (RAG) Software as of February 2026 - Page 3

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    Contextual AI

    Contextual AI

    Contextual AI

    The Contextual AI Platform is an enterprise-grade solution designed to help teams build AI agents that reduce hours of technical work to just minutes. It brings together state-of-the-art context engineering tools, enterprise data management, and production-ready security in one unified platform. With Agent Composer, users can define and configure specialized AI agents using natural language prompts, visual editors, or pre-built templates. The platform supports continuous ingestion and extraction from massive knowledge bases, transforming unstructured enterprise data into actionable intelligence. Contextual AI enables traceable reasoning, fine-grained attribution, and grounded outputs that users can trust. Its robust runtime ensures agents perform reliably at scale across complex document volumes. The platform is built to move organizations from experimentation to production quickly and confidently.
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    Motific.ai

    Motific.ai

    Outshift by Cisco

    Accelerate your GenAI adoption journey. Configure GenAI assistants powered by your organization’s data with just a few clicks. Roll out GenAI assistants with guardrails for security, trust, compliance, and cost management. Discover how your teams are leveraging AI assistants with data-driven insights. Uncover opportunities to maximize value. Power your GenAI apps with top Large Language Models (LLMs). Seamlessly connect with top GenAI model providers such as Google, Amazon, Mistral, and Azure. Employ safe GenAI on your marcom site that answers press, analysts, and customer questions. Quickly create and deploy GenAI assistants on web portals that offer swift, precise, and policy-controlled responses to questions, using the information in your public content. Leverage safe GenAI to offer swift, correct answers to legal policy questions from your employees.
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    Dynamiq

    Dynamiq

    Dynamiq

    Dynamiq is a platform built for engineers and data scientists to build, deploy, test, monitor and fine-tune Large Language Models for any use case the enterprise wants to tackle. Key features: 🛠️ Workflows: Build GenAI workflows in a low-code interface to automate tasks at scale 🧠 Knowledge & RAG: Create custom RAG knowledge bases and deploy vector DBs in minutes 🤖 Agents Ops: Create custom LLM agents to solve complex task and connect them to your internal APIs 📈 Observability: Log all interactions, use large-scale LLM quality evaluations 🦺 Guardrails: Precise and reliable LLM outputs with pre-built validators, detection of sensitive content, and data leak prevention 📻 Fine-tuning: Fine-tune proprietary LLM models to make them your own
    Starting Price: $125/month
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    Byne

    Byne

    Byne

    Retrieval-augmented generation, agents, and more start building in the cloud and deploying on your server. We charge a flat fee per request. There are two types of requests: document indexation and generation. Document indexation is the addition of a document to your knowledge base. Document indexation, which is the addition of a document to your knowledge base and generation, which creates LLM writing based on your knowledge base RAG. Build a RAG workflow by deploying off-the-shelf components and prototype a system that works for your case. We support many auxiliary features, including reverse tracing of output to documents, and ingestion for many file formats. Enable the LLM to use tools by leveraging Agents. An Agent-powered system can decide which data it needs and search for it. Our implementation of agents provides a simple hosting for execution layers and pre-build agents for many use cases.
    Starting Price: 2¢ per generation request
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    DenserAI

    DenserAI

    DenserAI

    DenserAI is an innovative platform that transforms enterprise content into interactive knowledge ecosystems through advanced Retrieval-Augmented Generation (RAG) solutions. Its flagship products, DenserChat and DenserRetriever, enable seamless, context-aware conversations and efficient information retrieval, respectively. DenserChat enhances customer support, data analysis, and problem-solving by maintaining conversational context and providing real-time, intelligent responses. DenserRetriever offers intelligent data indexing and semantic search capabilities, ensuring quick and accurate access to information across extensive knowledge bases. By integrating these tools, DenserAI empowers businesses to boost customer satisfaction, reduce operational costs, and drive lead generation, all through user-friendly AI-powered solutions.
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    AsiaNext

    AsiaNext

    AsiaNext

    AsiaNext is an institution-only global exchange offering a secure and regulated environment for trading digital assets. Established in 2021 as a joint venture between Japan's SBI Digital Asset Holdings Co., Ltd. (SBI DAH) and Switzerland's SIX Group AG (SIX), AsiaNext caters exclusively to institutional investors, including banks, family offices, asset managers, broker-dealers, prime brokers, hedge funds, and market makers. The platform provides a comprehensive suite of services encompassing listing, trading, clearing, settlement, and custody of a diverse range of securities and non-bankable assets. Headquartered in Singapore, AsiaNext operates under the regulatory oversight of the Monetary Authority of Singapore (MAS), holding both a Recognised Market Operator (RMO) license and a Capital Markets Services (CMS) license. AsiaNext's commitment to robust risk management, regulatory compliance, and corporate governance positions it as a pivotal nexus in the global digital asset ecosystem.
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    Prismetric

    Prismetric

    Prismetric

    RAG as a Service, offered by Prismetric, is a powerful AI-driven solution that enhances natural language understanding by combining retrieval and generation techniques. It leverages large datasets and knowledge bases to provide accurate, context-aware responses for various applications. This service is ideal for businesses seeking to integrate advanced AI capabilities for search, content generation, or chatbots, improving both the accuracy and relevance of generated information in real-time.
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    LlamaCloud

    LlamaCloud

    LlamaIndex

    LlamaCloud, developed by LlamaIndex, is a fully managed service for parsing, ingesting, and retrieving data, enabling companies to create and deploy AI-driven knowledge applications. It provides a flexible and scalable pipeline for handling data in Retrieval-Augmented Generation (RAG) scenarios. LlamaCloud simplifies data preparation for LLM applications, allowing developers to focus on building business logic instead of managing data.
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    Ragu

    Ragu

    Ragu AI

    Ragu AI is a comprehensive platform that allows businesses to harness the power of AI to automate tasks, streamline workflows, and create custom AI-driven assistants tailored to specific needs. The platform seamlessly integrates into existing tech stacks, providing secure, scalable AI solutions without the complexity. Ragu simplifies AI adoption, helping businesses automate repetitive tasks and optimize operations across various functions, such as marketing, sales, customer support, legal, and research. Whether starting small or scaling enterprise-wide, Ragu supports businesses every step of the way.
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    FalkorDB

    FalkorDB

    FalkorDB

    ​FalkorDB is an ultra-fast, multi-tenant graph database optimized for GraphRAG, delivering accurate, relevant AI/ML results with reduced hallucinations and enhanced performance. It leverages sparse matrix representations and linear algebra to efficiently handle complex, interconnected data in real-time, resulting in fewer hallucinations and more accurate responses from large language models. FalkorDB supports the OpenCypher query language with proprietary enhancements, enabling expressive and efficient querying of graph data. It offers built-in vector indexing and full-text search capabilities, allowing for complex searches and similarity matching within the same database environment. FalkorDB's architecture includes multi-graph support, enabling multiple isolated graphs within a single instance, ensuring security and performance across tenants. It also provides high availability with live replication, ensuring data is always accessible.
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    eRAG

    eRAG

    GigaSpaces

    GigaSpaces eRAG (Enterprise Retrieval Augmented Generation) is an AI-powered platform designed to enhance enterprise decision-making by enabling natural language interactions with structured data sources such as relational databases. Unlike traditional generative AI models that may produce inaccurate or "hallucinated" responses when dealing with structured data, eRAG employs deep semantic reasoning to accurately translate user queries into SQL, retrieve relevant data, and generate precise, context-aware answers. This approach ensures that responses are grounded in real-time, authoritative data, mitigating the risks associated with unverified AI outputs.​ eRAG seamlessly integrates with various data sources, allowing organizations to unlock the full potential of their existing data infrastructure. eRAG offers built-in governance features that monitor interactions to ensure compliance with regulations.
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    Mixedbread

    Mixedbread

    Mixedbread

    Mixedbread is a fully-managed AI search engine that allows users to build production-ready AI search and Retrieval-Augmented Generation (RAG) applications. It offers a complete AI search stack, including vector stores, embedding and reranking models, and document parsing. Users can transform raw data into intelligent search experiences that power AI agents, chatbots, and knowledge systems without the complexity. It integrates with tools like Google Drive, SharePoint, Notion, and Slack. Its vector stores enable users to build production search engines in minutes, supporting over 100 languages. Mixedbread's embedding and reranking models have achieved over 50 million downloads and outperform OpenAI in semantic search and RAG tasks while remaining open-source and cost-effective. The document parser extracts text, tables, and layouts from PDFs, images, and complex documents, providing clean, AI-ready content without manual preprocessing.
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    ChatRTX

    ChatRTX

    NVIDIA

    ChatRTX is a demo app that lets you personalize a GPT large language model (LLM) connected to your own content—docs, notes, images, or other data. Leveraging retrieval-augmented generation (RAG), TensorRT-LLM, and RTX acceleration, you can query a custom chatbot to quickly get contextually relevant answers. And because it all runs locally on your Windows RTX PC or workstation, you’ll get fast and secure results. ChatRTX supports various file formats, including text, PDF, doc/docx, JPG, PNG, GIF, and XML. Simply point the application at the folder containing your files and it'll load them into the library in a matter of seconds. ChatRTX features an automatic speech recognition system that uses AI to process spoken language and provide text responses with support for multiple languages. Simply click the microphone icon and talk to ChatRTX to get started.
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    TopK

    TopK

    TopK

    TopK is a serverless, cloud-native, document database built for powering search applications. It features native support for both vector search (vectors are simply another data type) and keyword search (BM25-style) in a single, unified system. With its powerful query expression language, TopK enables you to build reliable search applications (semantic search, RAG, multi-modal, you name it) without juggling multiple databases or services. Our unified retrieval engine will evolve to support document transformation (automatically generate embeddings), query understanding (parse metadata filters from user query), and adaptive ranking (provide more relevant results by sending “relevance feedback” back to TopK) under one unified roof.
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