Quick comparison # App Pricing Verified price Open source Platforms Verified facts Score 1 QdrantOpen source — Yes Self-hosted, Web 5 of 5 68.8 2 PineconeFree plan + paid $20 a month flat (Builder) No Web 9 of 9 64.8 3 ChromaOpen source — Yes Self-hosted, Linux, macOS +1 5 of 5 55.9 4 ElasticsearchOpen source — Yes Self-hosted, Web 4 of 4 52.6 5 MongoDB AtlasFree plan + paid $0.011/hour on Flex, up to $30 a month No Web 7 of 7 51.2 6 Redis Open SourceOpen source — Yes Linux, macOS, Self-hosted 3 of 3 50.0 7 Zilliz CloudFree plan + paid From $126 per month No Web 5 of 5 42.3
1 Best for: Teams wanting a permissively licensed vector engine they can run anywhere
Open source Self-hostable Self-hosted, Web
Why switch from Milvus
Open-source vector database in a single Rust binary, simpler to run on one server.
Pros Apache 2.0 licence and easy Docker self-hosting Strong metadata filtering alongside vector search Free-forever cloud cluster for testingCons Free cloud cluster is tiny at 1 GB of RAM Cluster sizing is up to you, unlike serverless Pinecone Fewer built-in AI conveniences than some managed rivalsHow this score is calculated Editorial fit ×0.3 100
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
2 Best for: Teams building RAG or semantic search who want a vector database with no infrastructure to manage
Free plan + paid Web
Why switch from Milvus
Fully managed and serverless, for teams that don't want to operate any infrastructure.
Pros Serverless, so there are no clusters to size or tune Hybrid dense, sparse and full-text indexes Free Starter plan for prototypesCons Closed source with no self-hosted option Production plans carry a monthly minimum spend Costs can be hard to predict with heavy query volumeHow this score is calculated Editorial fit ×0.3 87
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
3 Best for: Developers who want a simple, free, self-hosted vector store for RAG and semantic search prototypes.
Open source Self-hostable Self-hosted, Linux, macOS, Windows
Why switch from Milvus
Open-source embedding database that runs in-process with Python or JavaScript, much simpler to start with than a Milvus cluster.
Pros Apache 2.0 licence with no usage limits on the open-source version Quick to start with pip or npm and an embedded local mode Combines vector, BM25, full-text, regex and metadata searchCons Hosted Chroma Cloud is being wound down after the Replit deal You run, scale and back up the database yourself Future roadmap now depends on Replit's prioritiesHow this score is calculated Editorial fit ×0.3 57
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
4 Best for: Engineering teams with large or complex search, logging or analytics needs
Open source Self-hostable Self-hosted, Web
Why switch from Milvus
Combines dense-vector kNN with full-text search in one engine, useful for hybrid search on data already in Elastic.
Pros Scales to very large datasets across many nodes Full-text, vector and hybrid search in one engine Self-managed, hosted and serverless optionsCons Needs real tuning and operations work to run well Memory-hungry compared with lighter search engines Several features need a paid Elastic subscriptionHow this score is calculated Editorial fit ×0.3 46
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
5 Best for: Teams building on MongoDB who want it managed on their preferred cloud
Free plan + paid Web
Why switch from Milvus
Atlas Vector Search keeps embeddings next to your documents, avoiding a separate vector store for MongoDB apps.
Pros Run by the MongoDB company on AWS, Google Cloud or Azure Built-in full-text and vector search Free cluster for learning and prototypesCons Dedicated clusters get expensive as data grows Database only, with no end-user auth or storage layer Document modelling can be awkward for heavily relational dataHow this score is calculated Editorial fit ×0.3 41
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
Verified facts 7 of 7 verified Free cluster 512MB storage, free forever Checked Nov 8, 2026mongodb.com(opens source in a new tab) Flex cluster Up to $30/month Checked Nov 8, 2026mongodb.com(opens source in a new tab) Dedicated cluster From $56.94/month Checked Nov 8, 2026mongodb.com(opens source in a new tab) Search Full-text and vector search built in Checked Nov 8, 2026mongodb.com(opens source in a new tab) Free plan Yes, 512MB storage Checked Nov 8, 2026mongodb.com(opens source in a new tab) Starting price $0.011/hour on Flex, up to $30 a month Checked Nov 8, 2026mongodb.com(opens source in a new tab) Dedicated plan From $56.94 a month ($0.08/hour) Checked Nov 8, 2026mongodb.com(opens source in a new tab) 6 Best for: Developers who want the reference Redis with built-in JSON, search and vector features
Open source Self-hostable Linux, macOS, Self-hosted
Why switch from Milvus
Redis Query Engine adds vector indexes to a store many teams already run, for low-latency similarity search.
Pros Huge ecosystem of clients, tutorials and hosting options Redis 8 bundles JSON, search and vector features in one install AGPLv3 option makes it open source again Free GUI client (Redis Insight) from the same vendorCons Licence choices (AGPLv3, SSPL, RSAL) are stricter than the old BSD licence Windows is only supported through Docker Mostly single-threaded command execution limits per-node throughputHow this score is calculated Editorial fit ×0.3 38
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
7 Best for: Teams that want Milvus at large scale without running the clusters themselves
Free plan + paid Web
Why switch from Milvus
Managed Milvus from the project's own team, so you stop running clusters yourself.
Pros Compatible with open-source Milvus, so you can move between self-hosted and managed Serverless, dedicated and bring-your-own-cloud options Available on AWS, Google Cloud and Azure Tiered-storage clusters cut cost for very large, rarely queried collectionsCons Compute-unit pricing takes effort to estimate before you run a proof of concept Dedicated clusters have a monthly floor even when idle More concepts to learn than simpler hosted vector storesHow this score is calculated Editorial fit ×0.3 12
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula