Head-to-head · Vector Databases
Actian VectorAI DB vs Qdrant
Actian VectorAI DB leads on 0 checks, Qdrant on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreActian VectorAI DB · 9.0/10
- Free planboth
- Free trialonly Actian VectorAI DB
- Most featuresQdrant · 3 of 3
Actian VectorAI DB scores higher on our rubric for vector databases: 9.0 against 8.7 out of 10; our editors rank them #4 and #7.
Actian VectorAI DB is the better fit for teams needing broad deployment and multimodal inputs. Qdrant is the better fit for modern teams wanting open hybrid search.
- Actian VectorAI DB fits best
Teams needing broad deployment and multimodal inputs
- Qdrant fits best
Modern teams wanting open hybrid search
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Side by side
| Feature | Actian VectorAI DB 9.0/10 Visit ↗ | Qdrant 8.7/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.0 | 8.7 |
| Ranking | #4 in Vector Databases | #7 in Vector Databases |
| Best for | Teams needing broad deployment and multimodal inputs | Modern teams wanting open hybrid search |
| Pricing model | Free plan + paid | Free plan + paid |
| Starting price | $417/mo | — |
| Free plan | ✓ | ✓ |
| Free trial | 30 days | — |
| Deployment | Desktop, Self-hosted | Cloud, Self-hosted |
| Platforms | Linux, Windows, macOS | Web, Windows, macOS, Linux |
| Features Actian VectorAI DB 2/3 · Qdrant 3/3 | ||
| Hybrid search | ✓ | ✓ |
| Metadata filtering | ✓ | ✓ |
| Sparse vectors | Not checked yet | ✓ (best) |
| Specs | ||
| Deployment | Both | Both |
| Maximum dimensions | Not checked yet | 65535 dimensions |
| Index types | HNSW, flat | HNSW; sparse vector index; payload index; filterable HNSW |
| SDK languages | Python, JavaScript, C++ | Python, JavaScript/TypeScript, Rust, Go, .NET, Java |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | Actian VectorAI DB is a self-hosted vector database for semantic search, retrieval-augmented generation, recommendations, and AI agent memory. It supports local machines, servers, virtual machines, on-premises infrastructure, self-managed… Read the review → |
Qdrant is an open-source vector search engine and vector database for developers building semantic search, recommendations, retrieval-augmented generation, and other AI applications. It supports self-hosted deployment and Qdrant Cloud,… Read the review → |
Strengths and trade-offs
Actian VectorAI DB — where it wins
- Dense, hybrid, filtered, and multimodal retrieval support
- Docker, Kubernetes, Helm, and Terraform deployment options
- Free Community plan plus a 30-day trial
Where it doesn't
- Paid pricing is listed for only Starter and Growth
- Community capacity is limited to 5K vectors
- Sparse BM25 scoring is client-side rather than native storage
Qdrant — where it wins
- Hybrid dense and sparse search with metadata filtering
- Open-source self-hosting plus managed cloud deployment
- Multivectors, named vectors, REST, and gRPC APIs
Where it doesn't
- The Free Tier is limited to a single node
- Free resources are limited to 0.5 vCPU, 1 GB RAM, and 4 GB disk
- Paid cloud tiers use usage-based pricing rather than fixed plan amounts
- Actian VectorAI DB9.0/10 · Free plan · 30-day trial
A flexible self-hosted vector database for multimodal and hybrid retrieval.
Visit ActianFull verdict → - Qdrant8.7/10 · Free plan
A flexible vector database for teams building hybrid search and AI retrieval.
Visit QdrantFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







