Machine Learning · head to head
Milvus vs Poolside

Milvus
Machine Learning
Open-source vector database for scalable similarity search
- From
- Free
- Free plan
- Yes

Poolside
AI
Open-weight foundation models built for agentic software engineering
- From
- $0.06/month
- Free plan
- No
The short version
- Only Milvus has a free tier, so it costs nothing to try first.
- Each has a real cost: Milvus vector dimensions are capped at 32,768; Poolside no self-serve public application; access is largely through enterprise sales or third-party model gateways
- They diverge on capability: Milvus covers Billion-scale vectors, Poolside covers Laguna S 2.1.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Milvus and Poolside actually diverge.
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Milvus
- Billion-scale vectors
- Multiple index types
- GPU acceleration
- Hybrid search
- Data partitioning
- PyTorch
- TensorFlow
- Hugging Face
Only in Poolside
- Laguna S 2.1
- Laguna XS 2.1
- Desktop and CLI tools
- Open-weight models
- Third-party gateway access
What people use each for
The jobs each tool is most often brought in to do.
Milvus
- Self hosting a vector database for semantic searchnot Poolside
- Storing and querying embeddings for retrieval augmented generationnot Poolside
- Similarity search over images, audio or text at scalenot Poolside
Poolside
- Enterprises deploying AI coding assistance across large developer organizationsnot Milvus
- Government and defense agencies needing on-premise or sovereign coding modelsnot Milvus
- Teams building custom coding agents on open-weight foundation modelsnot Milvus
- Organizations wanting on-device lightweight coding modelsnot Milvus
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Milvus
- Vector dimensions are capped at 32,768
- A collection is limited to 64 fields, 1,024 partitions and 16 shards
- Only 1 index is allowed per field
- Search returns at most 16,384 vectors as top-k, and nq is capped at 16,384
- Input and output per RPC is capped at 64 MB for insert, search and query
- VARCHAR values are limited to 65,535 characters
- Data loaded into query nodes cannot exceed 90% of available memory
- An instance supports at most 65,536 collections
Poolside
- No self-serve public application; access is largely through enterprise sales or third-party model gateways
- Pricing for the flagship enterprise and government offering is not public and requires a sales conversation
- Targets organizations with large (5,000+) developer headcounts, making it a poor fit for individuals or small teams
- Documentation and product surface area are thin compared to consumer-facing coding assistants
Pricing, plan by plan
Milvus
Free- Open SourceFree
- Full features
- Self-hosted
- Community support
- Zilliz CloudFree
- Managed service
- Free tier available
Poolside
$0.06/month- Laguna XS 2.1$undefined/month
- $0.06 per 1M input tokens
- $0.12 per 1M output tokens
- Available via OpenRouter and Vercel AI Gateway
- Laguna S 2.1$undefined/month
- $0.10 per 1M input tokens
- $0.20 per 1M output tokens
- 1M token context window
- Enterprise / Government$undefined/month
- Custom contracts for large engineering organizations
- Sales-quoted pricing
- On-premise or dedicated deployment options
Which should you pick?
Choose Milvus if
- You need billion-scale vectors.
- You want to start without paying.
- You work on Linux, Mac, Windows, Web.
- You also want multiple index types.
Choose Poolside if
- You need laguna s 2.1.
- You work on web, api, mac, windows, linux.
- You also want laguna xs 2.1.
Questions people ask
- Is Milvus or Poolside better?
- Neither clearly leads. Milvus starts at Free and Poolside at $0.06/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Milvus or Poolside?
- Milvus has a free tier; the other does not. Paid plans start at Free for Milvus and $0.06/month for Poolside.
- Does Milvus or Poolside run on more platforms?
- Milvus runs on Linux, Mac, Windows, Web. Poolside runs on web, api, mac, windows, linux.
- Can I use Milvus for free?
- Yes. Milvus has a free tier, so you can try it without paying. Poolside starts at $0.06/month.
- What is Milvus best used for?
- Milvus is most often used for self hosting a vector database for semantic search, storing and querying embeddings for retrieval augmented generation, similarity search over images, audio or text at scale. Of those, self hosting a vector database for semantic search and storing and querying embeddings for retrieval augmented generation are not what Poolside is typically brought in for.
- What can Milvus do that Poolside cannot?
- Milvus covers Billion-scale vectors, Multiple index types, GPU acceleration, Hybrid search. Poolside covers Laguna S 2.1, Laguna XS 2.1, Desktop and CLI tools, Open-weight models.
Answered from the vendors’ own pages
Milvus: How much does Milvus cost?
Milvus is open-source and free to use and modify. The self-hosted version has no licensing cost. Zilliz Cloud (the managed SaaS version) does not publish pricing on the website.
SourcePoolside: How is Poolside's Laguna model usage priced?
Laguna XS 2.1 is priced at $0.06 per 1M input tokens and $0.12 per 1M output tokens; Laguna S 2.1 is $0.10 per 1M input tokens and $0.20 per 1M output tokens.
SourceMilvus: Is there a free or open-source version of Milvus?
Yes, Milvus is fully open-source and available for free. Milvus Lite is a lightweight option for learning and prototyping that can be installed via pip.
SourcePoolside: Where can I access Poolside's models?
Laguna models are available through third-party gateways OpenRouter and Vercel AI Gateway, as well as via Poolside's own desktop and CLI tools.
SourceMilvus: Does Milvus offer a managed cloud service?
Yes, Zilliz Cloud is a fully managed Milvus cloud offering with serverless and dedicated cluster options. Pricing must be requested from the company as it is not listed on the public website.
SourcePoolside: Does Poolside offer enterprise or government pricing?
Yes, Poolside offers custom, sales-quoted contracts for large enterprises and government/defense customers, including on-premise or dedicated deployment options.
SourcePoolside: How do I get started building with Poolside's models?
Poolside's documentation provides a quickstart guide for installing the `pool` CLI and running an agent task, alongside API documentation for custom integrations.
SourceRelated pages
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