
Weaviate
Qdrant
Milvus
Pinecone
txtai
Vector Vault
ZeusDB
Data Infrastructure for AI Made Easy

Profound
AI marketing platform for brands.

Which is more popular?
Based on our record, Zilliz seems to be more popular. It has been mentioned 10 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | zilliz.com | digraph.dev |
| Pricing | ||
| Company | Startup from China · 50 - 99 employees · 2017 | Startup from the United States · 1 - 9 employees |
| Listed in |
In their own words, as submitted to SaaSHub.


Zilliz Cloud is a fully managed vector database based on the popular open-source Milvus. Zilliz Cloud helps to unlock high-performance similarity searches with no previous experience or extra effort needed for infrastructure management. It is ultra-fast and enables 10x faster vector retrieval, a...
Digraph is an AI marketing platform for brands. It brings together AI research, market intelligence, website and campaign analysis, specialist AI workflows, and marketer-led guidance to help teams understand what shapes buyer decisions and what to do next. Teams can measure how AI systems...
What each product offers, as listed by its team.


No features have been listed yet.
Walkthroughs and reviews on video.
Data Exchange Podcast (Episode 158): Frank Liu of Zilliz and Milvus
More videos
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How often each product is chosen within a category, 0–100% relative to the other.


Share your experience with using Zilliz and Digraph.dev. For example, how are they different and which one is better?
Recommendations tracked on public social media and blogs since March 2021.


Kubernetes Operators: Milvus and Zilliz Cloud Helm charts simplified provisioning. Weaviate required manual StatefulSets. - Source: dev.to / over 1 year ago
In cases where a company possesses a strong technological foundation and faces a substantial workload demanding advanced vector search capabilities, its ideal solution lies in adopting a specialized vector database. Prominent options in... - Source: dev.to / over 1 year ago
If you saw my recent newsletter you can see I joined Zilliz to work on the Open Source AI Database, Milvus. - Source: dev.to / over 2 years ago
Tracking Digraph.dev since Oct 2026.
When comparing Zilliz and Digraph.dev, you can also consider the following products.


Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.
Compare Profound to Zilliz or Digraph.dev:

Qdrant is a high-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Compare Qdrant to Zilliz or Digraph.dev:

Vector database built for scalable similarity search Open-source, highly scalable, and blazing fast.
Compare Milvus to Zilliz or Digraph.dev:

Search through billions of items for similar matches to any object, in milliseconds. It’s the next generation of search, an API call away.
Compare Pinecone to Zilliz or Digraph.dev:
