--- title: Qdrant Reviews meta\_title: 'Qdrant Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 12 reviews by the users' company size, role or industry to find out how Qdrant works for a business like yours. aggregate\_rating: rating\_value: 4.5 review\_count: 12 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Generative AI url: https://www.g2.com/categories/generative-ai --- # Qdrant Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by Qdrant but has limited features. Are you part of the Qdrant team? [Upgrade your plan](https://my.g2.com/qdrant/upgrade?utm_campaign=s3&utm_medium=claim-popup&utm_source=g2) to enhance your branding and engage with visitors to your profile! Qdrant is a high-performance, composable vector search engine built in Rust for production-grade semantic, hybrid, and agentic workloads. * * * Seller [Qdrant](https://www.g2.com/sellers/qdrant) Discussions [Qdrant Community](https://www.g2.com/products/qdrant/discuss) Overview by Manuel Meyer Show More ## Top-Rated Alternatives [ ![Supabase](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Supabase") Supabase 4.6/5(228) ](https://www.g2.com/products/supabase-supabase/reviews) [ ![Algolia](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Algolia") Algolia 4.5/5(453) ](https://www.g2.com/products/algolia/reviews) [ ![Weaviate](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Weaviate") Weaviate 4.4/5(46) ](https://www.g2.com/products/weaviate/reviews) [ View All Alternatives ](https://www.g2.com/products/qdrant/competitors/alternatives) ## User Insights Average based on 12 real user reviews. [Log in to unlock pricing and user insights](/login) KJ Kawalpreet J. IT Administrator Small-Business (50 or fewer emp.) 12/4/2024 "A quick and easy to setup vector database for RAG needs" 4.5/5 What do you like best about Qdrant? In our organization, we developed an RAG application and needed a way to store embeddings. I looked after many open-source tools like Pinecone and Superduperdb. Qdrant worked the best. The setup on our server was super easy, and their documentation is very elaborate. I also think the embedding search is more accurate than the other platforms I piloted with. We are still currently using Qdrant for our RAG application and are happy with it. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Inability to perform rich operations from UI without writing code/query. For example, if I want to delete all collections or collections matching a name pattern, or even if I want to select multiple collections and delete, that is not possible through UI. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? Enable storing and searching of embeddings for AI applications. Review collected by and hosted on G2.com. Show More 12/12/2024 Current UserValidated ReviewerIncentivizedSource: G2 invite AM Aarav M. SWE (Software Engineer) Small-Business (50 or fewer emp.) 11/28/2024 "Self-hosted Qdrant Vector DB" 4.5/5 What do you like best about Qdrant? Self-hosting Qdrant on a host is really simple and does not takes a lot of time to setup or troubleshoot issues. The documentation is also up to date. I prefer to install it using Docker to avoid installing dependencies. Review collected by and hosted on G2.com. What do you dislike about Qdrant? The initial learning curve is high but the documentation and resources makes up for it. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? I mainly use Qdrant for searches and building applications where I need to store vectors Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Giuseppe N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Giuseppe N.") GN Giuseppe N. Founder Small-Business (50 or fewer emp.) 8/1/2024 "Excellent vector database with advanced features" 5/5 What do you like best about Qdrant? What I like best about Qdrant is its efficiency in indexing and searching high-dimensional vectors. The ease of integration with AI-based applications and the ability to perform semantic search queries are major advantages. Additionally, the support for multiple programming languages makes Qdrant versatile and accessible for different development teams Review collected by and hosted on G2.com. What do you dislike about Qdrant? One of the few downsides of Qdrant is that the initial learning curve can be steep for those unfamiliar with vector-based databases. While the documentation is well-done, more practical examples or video tutorials would be helpful to ease the onboarding process for new users. Furthermore, some advanced features require manual configuration, which might not be straightforward for everyone. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? Qdrant has been invaluable in our data analytics pipeline, where we needed an efficient way to manage and search through large sets of vector embeddings. This was particularly beneficial in our recommendation system for a diverse product catalog. Qdrant’s ability to quickly process and retrieve similar items based on vector similarity allowed us to enhance the relevance and personalization of recommendations. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite LF Lexaviere F. Account Executive Manufacturing Enterprise (\> 1000 emp.) 8/22/2024 "Open-source platform gives freedom and management capability" 4/5 What do you like best about Qdrant? Qdrant is fast and easily scalable, and I can index and query millions of vectors, essential for my work on image search. This is true because it is an open-source application, thereby allowing me to modify and adapt it to other tools that I use. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Qdrant does not have integrated visualizations. This makes it difficult to make conclusions and draw visualization of the search results. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? Qdrant has been useful as an indexing tool for such high-dimensional vector data as mine. To that extent, it speeds up the search process that enables me to pull similar images for analysis and a search history. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Rishi K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rishi K.") RK Rishi K. UIUX designer Information Technology and Services Small-Business (50 or fewer emp.) 11/28/2024 "scalability & availability" 5/5 What do you like best about Qdrant? fully manage in all resource ,available on AWS , Google and azure plaform help with vector search technolgy Review collected by and hosted on G2.com. What do you dislike about Qdrant? non build in visualiztion ,significantly slower searching time in result. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? text searching is not enough , Qdrant vector database to find the similar image its detect duplicates ,including picture by text description Review collected by and hosted on G2.com. Show More 5/29/2025 Validated ReviewerIncentivizedSource: G2 invite RE Randal E. Project Scheduler Mid-Market (51-1000 emp.) 8/13/2024 "Advanced vector database for developer" 4.5/5 What do you like best about Qdrant? I can quickly scan through huge volumes of vectors – it is relevant for my AI work on image recognition. Since it is an open-source software, it can be used calmly and can be modified and integrated with my existing systems. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Qdrant also has no incorporated visualization capabilities. Due to its basic functionalities I find it difficult to analyze and interpret the results as there are no additional software installed. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? Qdrant enhanced my skills to organise and query great vectors sets. The speed and scalability mean that I can manage a big flow of information and progress in my research faster. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite JA Jefferson A. HR Manager Hospital & Health Care Mid-Market (51-1000 emp.) 8/9/2024 "Offers tremendous opportunities for customization" 4.5/5 What do you like best about Qdrant? In the pursuit of my AI research, Qdrant can expedite the process of searching high-dimensional vector data. The options and setting let me work on terabytes of data and perform similarity search in real time. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Qdrant does not come with graphical utilities that can provide data visualization. This poses a problem when it comes to interpreting the retrieved results particularly for higher-orders of dimensions. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? They solve the problems in AI development - how to efficiently search large vector datasets. This in turn enables me to interact with the data in terms of relationships much faster hence information generation and model building. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Andrey L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Andrey L.") AL Andrey L. Senior Full-Stack Developer Small-Business (50 or fewer emp.) 8/9/2024 "Qdrant is vector search engine promising the scale" 4/5 What do you like best about Qdrant? A tool for creating vector collections and performing vector operations. It excels at vector distance searches, offers convenient auto-completion features, and includes a free tier for evaluation. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Although the interface is quite simple, it still has limited capabilities. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? Qdrant is a straightforward vector database, but its scalability remains an open question. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Akhil G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akhil G.") AG Akhil G. Freelancer Small-Business (50 or fewer emp.) 9/11/2024 "depth review of Qdrant.Ai" 4.5/5 What do you like best about Qdrant? desparate data sources makes easier to consolidate and analyze data from various sources,scaling data,data quality and governance. Review collected by and hosted on G2.com. What do you dislike about Qdrant? Learning might be quite difficult for who are not familiar with advanved data analytics. pricing plans are high. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? using this we can unify data from different sources,with its analyzing customer data we can gain clear insight of customer behaviour Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") UI Verified User in Information Technology and Services Mid-Market (51-1000 emp.) 8/1/2024 "High Performance & Scalability" 5/5 What do you like best about Qdrant? it is optimized for speed and scalability, capable of handling large datasets with high throughput. The engine uses state-of-the-art algorithms to ensure fast query responses. Review collected by and hosted on G2.com. What do you dislike about Qdrant? High performance comes with high resource usage, which might be a consideration for smaller deployments. Review collected by and hosted on G2.com. What problems is Qdrant solving and how is that benefiting you? The straightforward API and comprehensive documentation make it easy to set up and use, even for those new to vector search engines.Highly customizable to fit specific needs, including various distance metrics and index configurations.Provides high-precision results for nearest neighbor searches, crucial for applications needing exact matches. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ##### Pricing Pricing details for this product isn’t currently available. Visit the vendor’s website to learn more. [ View More Pricing Information ](https://www.g2.com/products/qdrant/pricing) Qdrant Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_646ce5be6d3ef40fe7e74dba0b6e234f/supabase-supabase.jpeg "Product Avatar Image") Supabase 4.6/5(228) [ Compare Now ](https://www.g2.com/compare/qdrant-vs-supabase-supabase) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_ffd2ceca3808e764cf365cfa1ab08b36/weaviate.png "Product Avatar Image") Weaviate 4.4/5(46) [ Compare Now ](https://www.g2.com/compare/qdrant-vs-weaviate) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_0edbde5998b4b753d753f27bd1c5336d/pinecone.jpeg "Product Avatar Image") Pinecone 4.5/5(65) [ Compare Now ](https://www.g2.com/compare/pinecone-vs-qdrant) ##### ##### Qdrant Features Data Indexing Semantic Search Indexing Data Filters Accurate Search [ View More Features ](https://www.g2.com/products/qdrant/features) ##### Categories on G2 [AI Search & Retrieval Infrastructure Platforms](https://www.g2.com/categories/ai-search-retrieval-infrastructure-platforms)[Vector Database](https://www.g2.com/categories/vector-database) ##### Explore More [Google Cloud Translation API reviews](https://www.g2.com/products/google-cloud-translation-api/reviews)[What are the key requirements for administering employee stock plans at scale?](https://www.g2.com/discussions/what-are-the-key-requirements-for-administering-employee-stock-plans-at-scale)[Which CAD viewers offer cloud-based viewing that eliminates software installation friction and enables instant collaboration with outside partners?](https://www.g2.com/discussions/which-cad-viewers-offer-cloud-based-viewing-that-eliminates-software-installation-friction-and-enables-instant-collaboration-with-outside-partners) [What kind of reporting and auditing capabilities are provided for device inventory, compliance status, security events, and policy changes?](https://www.g2.com/discussions/what-kind-of-reporting-and-auditing-capabilities-are-provided-for-device-inventory-compliance-status-security-events-and-policy-changes)[Which IRCM solutions handle multi-service and bundled offering management most effectively?](https://www.g2.com/discussions/which-ircm-solutions-handle-multi-service-and-bundled-offering-management-most-effectively)[What are the best platforms for managing digital brand guidelines?](https://www.g2.com/discussions/what-are-the-best-platforms-for-managing-digital-brand-guidelines) [Show MoreShow Less](javascript:void(0);)