# Milvus: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 43 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/milvus

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Vector databases](https://www.gane.ai/index/it/it-data/vector-databases/index.md) | 2% | 5 | 19% | 43 |

## What the models said for it

- "If you have a platform/DevOps team: Evaluate Milvus or Qdrant self-hosted for cost control at scale" (Kimi K2, Vector databases)
- "Open-source, battle-tested at scale (used by big tech), and offers managed cloud (Zilliz Cloud)." (MiniMax M2.5, Vector databases)
- "Expect a large distributed deployment or need extensive index choices? Evaluate Milvus." (GPT-6 Luna, Vector databases)
- "Milvus: Best for large-scale AI platforms (recommendation systems, image/video search)." (MiniMax M2.5, Vector databases)

## And against it

- "Milvus for small or moderate workloads: ... it can require substantially more memory and operational complexity than lighter alternatives" (Perplexity Sonar, Vector databases)
- "If you need a more scalable, distributed solution later, but it's overkill for early stages." (GLM 4.7 FlashX, Vector databases)
- "Handles massive scale (10B+ vectors) but higher memory use (up to 2.6GB in benchmarks)" (Grok 4.20, Vector databases)
- "Milvus if you don’t hard-code secure defaults and audit the example Compose stack." (GLM 4.7 FlashX, Vector databases)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 3 | 0 | 1 | 4 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 2 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 0 | 3 |
| Kimi K2 | 1 | 1 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 2 | 4 |
| MiniMax M2.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 4 | 0 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Milvus, from 96 of the 114 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 49
- dev.to: 36
- milvus.io: 25 (its own site)
- g2.com: 23
- actian.com: 19
- linkedin.com: 19
- qdrant.tech: 18
- atlan.com: 16
- sganalytics.com: 16
- pinecone.io: 15

### Pages cited

- https://g2.com/articles/best-vector-databases: 21
- https://sganalytics.com/blog/top-vector-databases-enterprise-ai: 16
- https://atlan.com/know/top-vector-databases-enterprise-ai: 14
- https://github.com/exploreborders/RAG_Architecture/blob/main/docs/3-technical/vector-databases.md: 14
- https://firecrawl.dev/blog/best-vector-databases: 13
- https://olostep.com/blog/best-vector-database: 12
- https://geekflare.com/open-source/vector-database: 11
- https://pingcap.com/compare/best-vector-database: 11

## In its own words

What Milvus's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The High-Performance Vector Database Built for Scale; an open-source vector database built for GenAI applications, enabling fast and scalable similarity search over billions of vectors. (https://milvus.io/)
- For: GenAI applications; developers (https://milvus.io/)
- Price stated: $0 (https://milvus.io/)
- Starting price: 0 (https://milvus.io/)
- Free plan or trial: Try Free (https://milvus.io/)
- Integrations claimed: 8 (https://milvus.io/)

## What it publishes

Every page milvus.io exposes, read 2026-09-29: 18609 addresses. By kind, pages and the last 90 days:

- blog: 571 pages, 0 in the last 90 days, latest undated
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 7 pages, 0 in the last 90 days, latest undated
- report or ebook: 3 pages, 0 in the last 90 days, latest undated
- comparison: 95 pages, 0 in the last 90 days, latest undated
- template or tool: 8 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1968 pages, 0 in the last 90 days, latest undated
- news or press: 12 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.