Vector databases · Named, not rankedChromaDB
ChromaDB is a vector database for general users and power users, with a collection of small guides and recipes to help them get started · chromadb.dev ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. ChromaDB has 5.
Why models recommend it
“For prototyping or very small projects; runs locally, zero setup, good for development.”GLM 4.7 FlashX · Budget-constrained question · alternative
“Easiest to Get Started ... Trade-off: Not production-scalable past ~1M vectors”MiniMax M2.5 · Budget-constrained question · alternative
“If you are building an MVP or running local code: Use ChromaDB.”Gemini 3.5 Flash · Comparative question · alternative
“If you are rapidly prototyping in Python/JS: ChromaDB”Gemini 3.5 Flash · Budget-constrained question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as ChromaDB, over the 16 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 16 | 9 | View → | |
| 16 | 4 | View → | |
| 15 | 2 | View → | |
| 11 | 0 | View → | |
| 8 | 1 | View → | |
| 5 | 0 | View → | |
| 4 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on ChromaDB's own site, not checked by Gane.
- For
- For General Users; For Power Users
- Integrations
- 3
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 13 of the 16 answers that named ChromaDB and are not a share of its labels.
Domains cited
Fifty-five of the fifty-five domain citations in answers naming ChromaDB came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |