Chroma vs Qdrant

Which one do AI engines recommend, and how do they differ on price, fit and features?

The short answer

Qdrant is the stronger AI pick in Vector Databases: it has a visibility score of 60.5 versus 18.6 for Chroma, and ranks ahead in 88% of the answers that name both.

Choose Chroma if…

You need SOC 2 Type II coverage
Fast path from local notebook prototyping to serverless cloud production
Free and open source when self-hosted
Lightweight and developer-friendly for prototypes

Choose Qdrant if…

You want the brand AI engines rank higher (60.5 vs 18.6)
AI answers describe it more positively (68% vs 50% positive)
You need SOC 2 Type 2 or HIPAA coverage
You prefer a larger, established vendor (51–200 employees)

AI visibility side by side

Latest weekly run · Nov 2

Metric	Chroma	Qdrant
Visibility score	18.6%	60.5%
Change vs last week	New	New
Rank in Vector Databases	#6	#2
Share of voice	6.8%	13.4%
Mentions this run	32	63
Positive in AI answers	50%	68%

The stronger value in each row is marked with a ✓.

Visibility score trend

Weekly runs over the last 60 days

Chroma 0pp · Qdrant 0pp over 0 weekly runs.

Engine by engine

Qdrant leads on 3 of 3 engines

ChatGPT

22.2%

71.8%

AI Mode

20.9%

59.4%

Perplexity

12.6%

50.2%

ChromaQdrant

Head to head in AI answers

33 engine answers name both brands

4Chroma ranked higher

29Qdrant ranked higher

Prompt	Engine	Chroma	Qdrant
What is the difference between a vector database and MLOps Platforms?	ChatGPT	#4	#3
What are the best Vector Databases tools in 2026?	ChatGPT	#4	#2
What are the best Vector Databases tools in 2026?	AI Mode	#5	#3
What are the best Vector Databases tools in 2026?	Perplexity	#5	#1
Best vector database for startups	ChatGPT	#5	#2
Best vector database for startups	AI Mode	#5	#2
Best vector database for startups	Perplexity	#4	#1
Compare the leading Vector Databases platforms	ChatGPT	#6	#2
Compare the leading Vector Databases platforms	AI Mode	#5	#4
Compare the leading Vector Databases platforms	Perplexity	#8	#3
Alternatives to the most popular vector database	ChatGPT	#5	#2
Alternatives to the most popular vector database	AI Mode	#8	#3

Features, pricing & fit

Dimension	Chroma	Qdrant
Pricing model	Usage-based	Usage-based
Entry price	Free; paid from $250 / mo	Contact sales
Free plan	Yes	Yes
Deployment	Open-source self-hosted, serverless managed Chroma Cloud, or Bring Your Own Cloud in the customer's VPC.	Managed cloud, hybrid cloud, private cloud (air-gapped), self-hosted on-premises, and edge
Compliance	SOC 2 Type II	SOC 2 Type 2, HIPAA
Support	Community support through Discord and the open-source community on the Starter plan, Slack support on the Team plan, Dedicated support and customized SLAs on the Enterprise plan	Community support via Discord on the free tier, Standard tier: email and ticket portal, 10x5 business hours, Premium tier: 24/7 support with private Slack, Discord or Teams channels, Enterprise tier: custom response SLA and advisory services
Founded	2022	2021
Headquarters	San Francisco, CA, United States	Berlin, Germany
Employees	11–50	51–200
Funding	Seed · $18M raised	Series B · $88M raised
Best for	Developers building retrieval-augmented generation prototypes, who get a fast start locally, and teams that later need a managed or self-hosted search system.	Developers and teams building RAG, semantic search and recommendation systems that need hybrid search and metadata filtering, either self-hosted or managed