Vespa vs Qdrant: Which Should You Choose in 2026?
Choosing between Vespa and Qdrant comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
By Toolradar Team · Last updated February 28, 2026 · Methodology
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Vespa
Search and recommendation engine at scale
Best for you if:
- • You need ai model deployment features specifically
- • Vespa is an open-source big data serving engine for search and AI
- • It handles structured search, recommendation, and machine learning at scale
Qdrant
Vector database for similarity search
Best for you if:
- • You want the higher-rated option (8.8/10 vs 8.0/10)
- • You need vector databases features specifically
- • Qdrant is a vector database for AI similarity search applications
- • It stores and queries high-dimensional vectors with filtering support
| At a Glance |  Vespa |  Qdrant |
|---|---|---|
Price | Free + Paid | Free + Paid |
Best For | AI Model Deployment | Vector Databases |
Rating | 80/100 | 88/100 |
| Feature | Vespa | Qdrant |
|---|---|---|
| Pricing Model | Freemium | Freemium |
| Editorial Score | 80 | 88 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | AI Model DeploymentPersonalization | Vector DatabasesAI Model Deployment |
How Vespa and Qdrant Compare
Vespa
Search and recommendation engine at scale
Free tier available · 80/100 score
Qdrant
Vector database for similarity search
Free tier available · 88/100 score
Vespa is a ai model deployment tool. Qdrant is in vector databases.
Who Should Use What?
On a budget?
Both are freemium. Compare plans on their websites.
Go with: Vespa
Want the highest-rated option?
Vespa: 80/100. Qdrant: 88/100.
Go with: Qdrant
Value user reviews?
Neither has user reviews yet.
Go with: Qdrant
3 Questions to Help You Decide
What's your budget?
Both are freemium. Pricing won't help you decide here.
What's your use case?
Vespa is a ai model deployment tool. Qdrant is in vector databases. Pick the category that matches your needs.
How important are ratings?
Qdrant scores higher: 88/100 vs 80/100.
Key Takeaways
Qdrant
- Higher score: 88/100 vs 80
- Free tier available
- Our pick for this comparison
Vespa
- Better fit for ai model deployment
The Bottom Line
Qdrant (88/100) is our pick.
Frequently Asked Questions
Is Vespa or Qdrant better?
Qdrant scores 88/100 in our evaluation. Both are freemium.
What are Vespa and Qdrant used for?
Vespa: Search and recommendation engine at scale. Qdrant: Vector database for similarity search.
What does Vespa cost vs Qdrant?
Vespa is freemium (free tier + paid plans). Qdrant is freemium (free tier + paid plans). Visit their websites for detailed pricing.