Qdrant

Power AI features without paying per-vector fees. Qdrant helps your AI chatbot remember conversations, find relevant documents instantly, and recommend the right products. Essential for building ChatGPT-like features in your app.

Overview

Property	Value
Category	Database
Deployments	54
Tech Stack	Qdrant
Tags	Vector Database, AI

Features

Understand meaning, not just keywords - Search finds what users mean, not just exact word matches
Lightning-fast AI searches - Get answers in milliseconds, even across millions of documents
No per-vector pricing - Free to use, no surprise bills as your data grows
Smart filtering - Combine AI search with regular filters like dates or categories
Scales automatically - Handles growth from prototype to millions of users seamlessly
Privacy-first - Keep sensitive company data on your own servers, not third-party clouds
Works with your AI tools - Integrates with ChatGPT, LangChain, and other popular frameworks
Backup included - Never lose your AI training data with built-in snapshots

Use Cases

AI customer support - Build chatbots that find answers from your help docs instantly
Smart product recommendations - Show customers items they'll actually want to buy
Document search - Let employees find company info by asking natural questions
Fraud detection - Spot suspicious patterns in transactions in real-time
Content discovery - Help users find relevant blog posts, videos, or courses
Image search - Let customers find products by uploading photos instead of typing

Quick Deploy

Deploy this template with one click on CloudStation:

https://app.cloud-station.io/template-store/qdrant?deploy=true

Configuration

Key environment variables for Qdrant:

Variable	Description
`QDRANT__SERVICE__API_KEY`	API key for authentication
`QDRANT__STORAGE__STORAGE_PATH`	Path for data storage
`QDRANT__SERVICE__GRPC_PORT`	gRPC service port
`QDRANT__SERVICE__HTTP_PORT`	HTTP REST API port

This template is maintained by CloudStation and receives regular updates.