AWS vs dbt

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

The short answer

AWS is the stronger AI pick in Data Warehouse: it has a visibility score of 32.5 versus 6.5 for dbt, and ranks ahead in 70% of the answers that name both.

Choose AWS if…

You want the brand AI engines rank higher (32.5 vs 6.5)
AI answers describe it more positively (16% vs 0% positive)
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
Core federation and multi-account management included at no extra charge

Choose dbt if…

You need a self-hosted or on-premises option
You need SOC 2 Type II or ISO 27001:2022 or ISO 27017:2015 or ISO 27018:2025 or ISO 27701:2019 or ISO 42001:2023 or GDPR or CCPA coverage
Excellent tool for modern data warehousing
Cleans and models raw data into analytics-ready tables

AI visibility side by side

Latest weekly run · Nov 3

Metric	AWS	dbt
Visibility score	32.5%	6.5%
Change vs last week	New	New
Rank in Data Warehouse	#5	#14
Share of voice	9.3%	2.3%
Mentions this run	52	13
Positive in AI answers	16%	0%

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

Visibility score trend

Weekly runs over the last 60 days

AWS 0pp · dbt 0pp over 0 weekly runs.

Engine by engine

AWS leads on 3 of 3 engines

ChatGPT

34.6%

4.6%

AI Mode

42%

7.8%

Perplexity

20.7%

AWSdbt

Head to head in AI answers

10 engine answers name both brands

7AWS ranked higher

3dbt ranked higher

Prompt	Engine	AWS	dbt
How do I choose a data warehouse for a mid-market team?	AI Mode	#2	#8
How do I choose a data warehouse for a mid-market team?	Perplexity	#2	#6
What should a data warehouse integrate with?	AI Mode	#8	#6
What are the best data warehouse tools in 2026?	ChatGPT	#6	#9
Top data warehouse options for B2B SaaS companies	ChatGPT	#7	#11
Top data warehouse options for B2B SaaS companies	AI Mode	#5	#2
Best data warehouse for startups	ChatGPT	#6	#13
Best data warehouse for enterprise	ChatGPT	#6	#10
Most affordable data warehouse that is still reliable	AI Mode	#5	#7
Is dbt a good data warehouse?	ChatGPT	#9	#1

Features, pricing & fit

Dimension	AWS	dbt
Pricing model	—	Per seat
Entry price	—	Free; paid from $100 per seat / mo
Free plan	—	Yes
Deployment	—	Cloud platform, with self-hosted dbt Core and hybrid projects run in the customer's own environment.
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 II, ISO 27001:2022, ISO 27017:2015, ISO 27018:2025, ISO 27701:2019, ISO 42001:2023, GDPR, CCPA
Support	—	Documentation, online learning and community, 24x5 support, Priority support with enhanced SLA, Dedicated account management
Founded	2021	—
Headquarters	Seattle, Washington	—
Employees	5,000+	—
Funding	—	Series D · $414M raised
Best for	—	Data teams that build SQL-based data transformations and want them tested, version-controlled and governed.