Based only on the facts in our directory. The right pick still depends on the job you need done.
Lower starting price
Not comparable
Not comparable: Cohere does not list a price
Free plan
Qdrant
Only Qdrant has one
Higher rating
Cohere
4.4 against 4.3
Same job?
Yes
Both are AI Infrastructure & Agent Tooling tools
Side by side
Compared on
Cohere
Qdrant
Our rating
4.4Better
4.3
Starts at
Not listed
Free
Free plan
No
YesBetter
Category
AI Infrastructure & Agent Tooling
AI Infrastructure & Agent Tooling
Plans
See pricing
Free
Key features
Command R+, Command R, and Command R7B chat models at different price and performance tiers
Built-in Retrieval-Augmented Generation with source citations
Embed v3 models for multilingual semantic search
Rerank v3 for improving search and retrieval result ordering
Deployment options including private, on-premises enterprise infrastructure
Open-source vector database, free to self-host with full source access
Qdrant Cloud managed service with a free tier and usage-based paid plans
Purpose-built for semantic search, recommendations, and RAG pipelines
$50M Series B raised March 2026 to expand agent-retrieval infrastructure
Filterable vector search with payload metadata alongside embeddings
Pros
RAG citations back to source documents reduce hallucination risk for enterprise use
Private and on-premises deployment options for regulated industries
Tiered model family lets teams trade cost against capability per task
Open-source option gives full control and zero licensing cost for self-hosted deployments
Managed cloud tier removes the operational overhead of running vector search infrastructure
Free tier on Qdrant Cloud is generous enough for real prototyping, not just a demo
Cons
No consumer-facing chat product for casual, non-technical users
Usage-based pricing requires ongoing cost monitoring rather than a flat fee
Free trial keys cannot be used for production workloads
Self-hosting still requires infrastructure expertise the managed tier is meant to remove
Competes in a crowded vector-database field against Pinecone and several open-source alternatives
Newer funding means less operating history than some competing vector databases
Company
Cohere, founded 2019
Qdrant, founded 2021
Prices come from each vendor's pricing page, last checked 20260718. Check the vendor before you buy.
FAQ
Questions people ask
Is Cohere better than Qdrant?
In our reviews Cohere scores 4.4 and Qdrant scores 4.3. The better pick depends on the job. Cohere: Enterprise LLM platform delivering retrieval-augmented chat, embedding, and reranking models via API. Qdrant: Open-source vector database that raised a $50M Series B to power retrieval for AI agents.
Qdrant
Cohere
