# Chroma: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 39 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/chroma

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Vector databases](https://www.gane.ai/index/it/it-data/vector-databases/index.md) | 0% | 9 | 36% | 39 |

## What the models said for it

- "excellent for getting started or small projects due to their simplicity and zero-configuration setups" (Mistral Small, Vector databases)
- "Best for prototyping / small apps ... Limitation: Not ideal for large-scale production workloads" (DeepSeek V4 Flash, Vector databases)
- "Chroma is lightweight, easy to set up, and very popular in the AI/LLM community." (Qwen 3.7 Flash, Vector databases)
- "Choose Chroma if → You're prototyping, learning, or building a small local app" (Kimi K2, Vector databases)

## And against it

- "Chroma in exposed or multi-tenant production: ... Chroma has no built-in login; do not expose it directly to the internet" (Perplexity Sonar, Vector databases)
- "Any vector system with no authentication (e.g., Chroma’s default open-source deployment)." (GLM 4.7 FlashX, Vector databases)
- "Chroma has emerged as one of the more problematic options, especially for production use" (DeepSeek V4 Flash, Vector databases)
- "Avoid for Production / Serious Scale ... Migrate away before hitting production traffic." (Kimi K2, Vector databases)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Chroma, from 95 of the 110 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 61
- dev.to: 37
- g2.com: 32
- linkedin.com: 25
- geekflare.com: 23
- actian.com: 16
- resources.rework.com: 16
- milvus.io: 14
- pingcap.com: 14
- dupple.com: 13

### Pages cited

- https://g2.com/articles/best-vector-databases: 30
- https://geekflare.com/open-source/vector-database: 23
- https://github.com/exploreborders/RAG_Architecture/blob/main/docs/3-technical/vector-databases.md: 15
- https://dupple.com/learn/best-vector-databases: 13
- https://sganalytics.com/blog/top-vector-databases-enterprise-ai: 13
- https://pingcap.com/compare/best-vector-database: 12
- https://github.com/johnxie/awesome-code-docs/blob/main/tutorials/anything-llm-tutorial/05-vector-stores.md: 11
- https://atlan.com/know/top-vector-databases-enterprise-ai: 10

## What it publishes

Every page trychroma.com exposes, read 2026-10-05: 278 addresses. By kind, pages and the last 90 days:

- blog: 25 pages, 0 in the last 90 days, latest undated
- case study: 3 pages, 0 in the last 90 days, latest undated
- report or ebook: 21 pages, 0 in the last 90 days, latest undated
- comparison: 5 pages, 0 in the last 90 days, latest undated
- podcast or video: 4 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.