Criterion Chroma Qdrant
CategoryRAG & Vector DatabasesRAG & Vector Databases
In one sentenceOpen-source embedding database that runs in your app or as Chroma Cloud.Open-source vector search engine written in Rust, available self-hosted or as a managed cloud.
Problem it solvesAdding semantic search and retrieval to an AI app quickly, from a laptop prototype to a hosted service.Fast similarity search with filters for RAG and search apps, with the option to keep data on your own infrastructure.
Free planYesYes
Developer APIYes — docsYes — docs
Open sourceYesYes
PlatformsPython, JavaScript, Chroma CloudDocker, Kubernetes, Qdrant Cloud, Linux, macOS, Windows
Pricing (summary)Open-source Chroma is free. Chroma Cloud Starter is $0/month plus usage with $5 credits; Team is $250/month plus usage with $100 credits; Enterprise is custom. Usage is $2.50/GiB written, $0.33/GiB-month stored, $0.0075/TiB queried and $0.09/GiB returned.
Checked 2026-10-19
The engine is free and open source. Qdrant Cloud has a free-forever single-node cluster; Standard is billed hourly by resources used; Premium, Hybrid and Private Cloud pricing is on request.
Checked 2026-10-19
Strengths
  • Easiest local start
  • Permissive licence
  • Simple cloud pricing
  • Permissive open-source licence
  • Flexible deployment options
  • Free cloud tier
Limitations
  • Team plan has a high fixed fee
  • Team credits do not roll over
  • Advanced deployment needs Enterprise
  • Managed pricing is usage-based without published dollar amounts on the pricing page
  • Self-hosting requires operational effort
  • Free cluster is small