---
label: "SOLUTIONS"
title: "Build AI Search the Way You Want"
subtitle: "From RAG to AI agents, Qdrant delivers hybrid dense–sparse retrieval with advanced metadata filtering and real-time updates."
tabs:
  - id: "rag"
    name: "RAG & GenAI"
    label: "RAG & GenAI"
    title: "RAG & GenAI"
    description: "Deliver context-rich answers with hybrid dense – sparse retrieval, metadata filters, and fresh updates."
    image:
      src: /img/home/horizontal-slider/rag.png
      alt: RAG and GenAI illustration
    link:
      text: "Learn More"
      url: "/rag/"
  - id: "ai-agents"
    name: "AI Agents"
    label: "AI Agents"
    title: "AI Agents"
    description: "Build intelligent agents with persistent memory and fast similarity search for context-aware interactions."
    image:
      src: /img/home/horizontal-slider/qdrant-use-caseai-agents.png
      alt: AI Agents illustration
    link:
      text: "Learn More"
      url: "/ai-agents/"
  - id: "semantic-search"
    name: "Semantic Search"
    label: "Semantic Search"
    title: "Semantic Search"
    description: "Go beyond keywords with neural search that understands intent and delivers relevant results."
    image:
      src: /img/home/horizontal-slider/advanced-search.png
      alt: Semantic Search illustration
    link:
      text: "Learn More"
      url: "/advanced-search/"
  - id: "recommendations"
    name: "Recommendation Systems"
    label: "Recommendation Systems"
    title: "Recommendation Systems"
    description: "Power personalized recommendations with real-time similarity matching across millions of items."
    image:
      src: /img/home/horizontal-slider/recommendation-systems.png
      alt: Recommendation Systems illustration
    link:
      text: "Learn More"
      url: "/recommendations/"
  - id: "anomaly-detection"
    name: "Data Analysis & Anomaly Detection"
    label: "Data Analysis & Anomaly Detection"
    title: "Data Analysis & Anomaly Detection"
    description: "Detect outliers and anomalies by finding patterns that deviate from normal behavior in your data."
    image:
      src: /img/home/horizontal-slider/anomaly-detection.png
      alt: Data Analysis and Anomaly Detection illustration
    link:
      text: "Learn More"
      url: "/data-analysis-anomaly-detection/"
sitemapExclude: true
---