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Compare retrieval, vector search & rag products for capabilities, deployment, pricing, and enterprise readiness. Ranked using verified practitioner feedback, product research, and enterprise trust signals.
| Company | Description | Matching products |
|---|---|---|
| Amazon Web Services | Cloud computing platform offering reliable, scalable, and inexpensive infrastructure and managed services. | |
| DigitalOcean | Cloud infrastructure provider for developers and small businesses, offering an AI-native cloud platform with compute, networking, storage, and managed database services. | |
| Cohere | Builds enterprise AI models and solutions enabling enterprises to automate processes, empower employees, and turn fragmented data into actionable insights. | |
| Framework and platform for connecting language models to enterprise data. LlamaIndex is a simple, flexible framework for building knowledge assistants using LLMs connected to enterprise data. |
| Pinecone | Fully managed vector database built for AI, providing fast retrieval, accurate results, and lower costs for search, recommender systems, and agents. |
| Nozomio Labs | A product lab solving context in AI. |
| Rasa | Rasa is a conversational AI platform company described as the developer platform for enterprise AI agents. Rasa Technologies Inc. (San Francisco), Rasa Technologies GmbH (Berlin), and Rasa Technologies Ltd. (Edinburgh) comprise the corporate entities. |
| deepset | Operates an AI platform branded Haystack for building and managing production AI agents and applications. |
| LanceDB | The multimodal lakehouse for AI, accelerating large-scale data curation and feature engineering so teams can build better models faster. |
| Hyperspell | Connects existing data sources, builds a context graph, and surfaces it as a permission-aware filesystem any agent can read. |
| Mintplex Labs Inc. | Company behind AnythingLLM, the all-in-one AI application for everyone. |
| HelixDB | Graph-vector database for AI memory — combining knowledge graphs, vectors, temporal, and full-text search in one Rust engine for agent memory, RAG, and company brains. | HelixDB 1 more |
| Zep | Context engineering platform for AI agents. Agent memory, Graph RAG, and automated context assembly from chat history and business data. 200ms retrieval. |
| Uniphore | Enterprise AI company providing the Uniphore Business AI Cloud platform spanning data, knowledge, models, and agents. |
| kapa.ai | AI assistant platform for technical documentation that indexes content across 30+ sources to deliver enterprise-ready AI assistants answering complex technical questions with citations. |
| Master Works | Master Works is a technology company offering products and services across business management, digital transformation, data analytics, AI, and cloud excellence. |
| Shaped | Real-time context engine for agentic AI, powering personalized search, recommendations, and agent retrieval. |
| Yellow.ai | Enterprise AI agents for CX and EX automation powered by 15+ LLMs. |
| Andi | AI search engine that gives answers, not just links. Accurate, ad-free, and private. |
| echo3D | 3D-focused DAM platform and API to store, secure, and share 3D models & scans across teams & organizations. |
| Sentra | A unified memory layer for teams and AI agents. Captures interactions, facts, and actions into a single queryable bi-temporal context graph. The substrate beneath your stack. |
| SID AI | SID trains retrieval models that are more accurate, cheaper, and faster. |
| Encord | The multimodal data layer for physical AI. Manage, curate, annotate, and align petabytes of data - from sensor streams to video to text. |
| Pryon Inc. | Pryon RAG Suite provides best-in-class ingestion, retrieval, and generative capabilities for building and scaling an enterprise RAG architecture. |
| Moss | Real-time semantic search runtime for AI agents, voice agents, and copilots. Delivers sub-10ms lookups with zero infrastructure, built in Rust and WebAssembly. | Moss 2 more |
| Epsilla | Enterprise-grade Agent-as-a-Service platform enabling businesses to build vertical AI agents without the engineering overhead. |
| Synthio Labs | AI-powered customer engagement platform for life sciences, enabling compliant, continuous conversations across HCPs, patients, and field teams. |
| Captain Technologies, Inc. | Captain Technologies provides accurate, multimodal knowledge search for AI agents, indexing video, documents, images, and audio to support agentic workflows. |
| Morphik | Morphik operates a multimodal knowledge base and RAG platform for AI applications, and a healthcare-focused AI workers product for skilled nursing and senior living organizations. |
| Sennu AI | Professional services firm that rolls out Claude across the enterprise. Connects Claude to customer systems, prepares data, builds custom agents, provides security and governance, training, and managed operations. |
| Lynx Analytics | AI and data science solutions company focused on the pharmaceutical sector, helping pharma teams with launch strategy, HCP engagement, and clinical trial optimization. |
| Compresr | LLM context-compression API: send long context plus your query, get back a shorter context that keeps the answer-bearing tokens and drops the rest. Cut token cost and latency; at light compression, match or beat full-context accuracy. |
| APMIC | Helps enterprises transform raw data into controllable, secure, and actionable knowledge applications—from model construction and distillation to system integration. |
| Activeloop | Activeloop is the company behind Deeplake, the GPU database for agents. It provides infrastructure for continual learning. |
| Anakin | API platform for web scraping, crawling, search, and site interaction, built for AI agents and automation. |
| Faiss | A library for efficient similarity search and clustering of dense vectors, developed primarily at Meta's Fundamental AI Research group. |
| Google Cloud | Cloud platform offering AI, infrastructure, data, security, and productivity services. The named entity of interest is Gemini Enterprise for Customer Experience, an agentic solution for shopping and customer service. |
| OpenThai | Free and open-source Thai large language model project operated by AIEAT (AI Entrepreneur Association of Thailand). Formerly known as OpenThaiGPT. |
| Perseus | The retrieval engine that grounds coding agents in real code: multi-hop search across codebases, answers with exact file-and-line citations, warm in about a second. Built by Efficient Systems. |
| Savant | Operational memory layer that connects to existing tools and turns scattered company knowledge into structured, searchable operating context for teams and AI agents. |
| Skelter Labs | Korean AI company offering enterprise generative AI solutions including RAG-based chatbots, AI agents, private-data LLMs, no-code chatbot builders, and STT/TTS models. |