AtScale AI visibility score and rankings

Parse Score

70.4

99.2Excellent

How well you compete

42.9Average

How broadly AI mentions you

65.4Excellent

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Parse Score

70.4

99.2Excellent

How well you compete

42.9Average

How broadly AI mentions you

65.4Excellent

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Brand performance

How AtScale's AI visibility has changed over time

Brands AI most often recommends alongside AtScale

Questions people ask AI where AtScale appears in the last 30 days

Prompt	Prompt visibility
Our text-to-SQL generation fails on complex table joins. Who specializes in semantic layers for enterprise databases?	92.6
What is the best tool for creating and managing a semantic layer for our business intelligence tools?	37.2
The problem is, our BI dashboards are slow. What's the best query acceleration layer or BI caching solution?	34.0

Domains AI cites when recommending AtScale in the last 30 days

Preview of competitive strength history (coarsened).

Prompt	Prompt visibility
Our text-to-SQL generation fails on complex table joins. Who specializes in semantic layers for enterprise databases?	92.6
What is the best tool for creating and managing a semantic layer for our business intelligence tools?	37.2
The problem is, our BI dashboards are slow. What's the best query acceleration layer or BI caching solution?	34.0

Domain	Citations	Prompts
5x.co Semantic Layer Guide 2025: Strategy, Tools & Implementation	2	1
getgalaxy.io [Galaxy] Top Semantic Layer Tools for Real-Time Enterprise Analytics (2026)	2	1
dataintelo.com Semantic Layer Platform Market Research Report 2033	1	1

Domain	Citations	Prompts
5x.co Semantic Layer Guide 2025: Strategy, Tools & Implementation	2	1
getgalaxy.io [Galaxy] Top Semantic Layer Tools for Real-Time Enterprise Analytics (2026)	2	1
dataintelo.com Semantic Layer Platform Market Research Report 2033	1	1