{
  "id": "langchain-redis",
  "title": "Redis with LangChain",
  "url": "https://redis.io/docs/latest/integrate/langchain-redis/",
  "summary": "Build AI applications with Redis and LangChain",
  "tags": [
    "docs",
    "integrate",
    "oss",
    "rs",
    "rc"
  ],
  "last_updated": "2026-04-01T08:10:08-05:00",
  "children": [],
  "page_type": "content",
  "content_hash": "87ca678c10cad033f3fe71059327a031afebf8670f7c024f690a2e3dcd359539",
  "sections": [
    {
      "id": "overview",
      "title": "Overview",
      "role": "overview",
      "text": "Integrate Redis with LangChain to build powerful AI applications with vector search, semantic caching, and conversation memory."
    },
    {
      "id": "overview",
      "title": "Overview",
      "role": "overview",
      "text": "Redis integration with LangChain enables you to build sophisticated AI applications with persistent memory, vector search capabilities, and semantic caching. Perfect for chatbots, recommendation systems, and AI-powered applications requiring fast data retrieval."
    },
    {
      "id": "key-features",
      "title": "Key Features",
      "role": "content",
      "text": "- **Vector Search**: High-performance similarity search for embeddings and AI models\n- **Conversation Memory**: Persistent chat history and context for AI conversations\n- **Semantic Caching**: Cache AI model responses for faster inference and cost reduction\n- **Document Storage**: Store and retrieve documents for retrieval-augmented generation (RAG)\n- **Real-time Updates**: Live data updates for dynamic AI applications\n- **Scalable Architecture**: Handle large-scale AI workloads with Redis performance\n- **Multi-modal Support**: Support for text, image, and other data types\n- **LangChain Integration**: Native integration with LangChain's ecosystem and tools"
    },
    {
      "id": "getting-started",
      "title": "Getting Started",
      "role": "setup",
      "text": "Learn how to [build AI chatbots with Redis and LangChain](https://redis.io/learn/howtos/solutions/vector/gen-ai-chatbot) for enhanced AI experiences."
    }
  ],
  "examples": []
}