---
title: Qdrant Cloud Inference | Native Embeddings in your Vector Database for Multimodal and Hybrid Search
description: Generate text and image embeddings directly inside your managed Qdrant Cloud cluster. Power multimodal and hybrid search without external APIs. Reduce latency, cut network costs, and streamline your AI stack using a single API. Get started with up to 5 million free tokens, renewed monthly, per model. 
build:
  render: always
cascade:
- build:
    list: local
    publishResources: false
    render: never
---