AWS vs Lightdash

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 Business Intelligence: it has a visibility score of 9.1 versus 0.3 for Lightdash.

You want the brand AI engines rank higher (9.1 vs 0.3)
You need SOC 1 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

Latest weekly run · Nov 2

Metric	AWS	Lightdash
Visibility score	9.1%	0.3%
Change vs last week	New	New
Rank in Business Intelligence	#10	#39
Share of voice	4.1%	0.2%
Mentions this run	21	1
Positive in AI answers	16%	100%

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

Weekly runs over the last 60 days

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

AWS leads on 3 of 3 engines

ChatGPT

11.8%

0.9%

AI Mode

11.7%

Perplexity

3.7%

AWSLightdash

0 engine answers name both brands

0AWS ranked higher

0Lightdash ranked higher

Dimension	AWS	Lightdash
Pricing model	—	Flat tiers
Entry price	—	Free; paid from $3,000 / mo
Free plan	—	Yes
Deployment	—	Hosted on Google Cloud in US and EU regions, self-hosted via open source, or cloud or on-prem on the Enterprise tier.
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, HIPAA (BAA support)
Support	—	Community Slack (Open Source plan), Private Slack channel and live chat (Cloud Pro), Private Slack channel and premium support with 8-hour response SLA (Enterprise)
Founded	2021	2021
Headquarters	Seattle, Washington	San Francisco, CA, United States
Employees	5,000+	11–50
Funding	—	Series A · $19M raised
Best for	—	Data teams already using dbt who want self-serve BI without per-seat pricing.