AWS 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 8.2 for AWS, and ranks ahead in 63% of the answers that name both.

Choose AWS if…

You need SOC 1 or SOC 2 or SOC 3 or ISO 27017 or ISO 27018 or ISO 27701 or PCI DSS Level 1 or FedRAMP or DoD SRG or ISO 9001 or ISO 27001 coverage
You prefer a larger, established vendor (5,000+ employees)
Core federation and multi-account management included at no extra charge
Enterprise-grade reliability and uptime on AWS infrastructure

Choose Qdrant if…

You want the brand AI engines rank higher (60.5 vs 8.2)
AI answers describe it more positively (68% vs 16% positive)
You need a self-hosted or on-premises option
You need SOC 2 Type 2 or HIPAA coverage

AI visibility side by side

Latest weekly run · Nov 2

Metric	AWS	Qdrant
Visibility score	8.2%	60.5%
Change vs last week	New	New
Rank in Vector Databases	#9	#2
Share of voice	2.3%	13.4%
Mentions this run	11	63
Positive in AI answers	16%	68%

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

Visibility score trend

Weekly runs over the last 60 days

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

Engine by engine

Qdrant leads on 3 of 3 engines

ChatGPT

14.3%

71.8%

AI Mode

10.2%

59.4%

Perplexity

50.2%

AWSQdrant

Head to head in AI answers

8 engine answers name both brands

3AWS ranked higher

5Qdrant ranked higher

Prompt	Engine	AWS	Qdrant
How do I choose a vector database for a mid-market team?	AI Mode	#7	#2
What is the difference between a vector database and MLOps Platforms?	ChatGPT	#5	#3
Top vector database options for B2B SaaS companies	AI Mode	#6	#2
Best vector database for enterprise	ChatGPT	#7	#2
Most affordable vector database that is still reliable	AI Mode	#2	#3
Which Vector Databases tools offer annual discounts?	ChatGPT	#3	#7
Which Vector Databases tools offer annual discounts?	AI Mode	#1	#3
Where can I sign up for a vector database?	AI Mode	#8	#2

Features, pricing & fit

Dimension	AWS	Qdrant
Pricing model	—	Usage-based
Entry price	—	Contact sales
Free plan	—	Yes
Deployment	—	Managed cloud, hybrid cloud, private cloud (air-gapped), self-hosted on-premises, and edge
Compliance	SOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001	SOC 2 Type 2, HIPAA
Support	—	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	2021	2021
Headquarters	Seattle, Washington	Berlin, Germany
Employees	5,000+	51–200
Funding	—	Series B · $88M raised
Best for	—	Developers and teams building RAG, semantic search and recommendation systems that need hybrid search and metadata filtering, either self-hosted or managed