---
title: Building production vector search shouldn’t be so hard.
description: "We asked our users building vector search why they moved to Qdrant from Elastic, Opensearch or another Lucene-based search engine. Here’s what they tell us:"
quotes:
  - Unacceptably slow queries with vector search
  - Endless indexing jobs
  - Overspending on over-provisioned memory
  - Brittle hybrid search
closingText: Lucene-based architectures just aren't built for scaling vector search.
startFree:
  text: Get Started
  url: https://cloud.qdrant.io/signup
learnMore:
  text: Contact Us
  url: /contact-us/
image:
  src: /img/elastic-lucene/astronaut-broken-elastic.png
  alt: Retrieval Augmented Generation
sitemapExclude: true
---