Soda AI visibility score and rankings

Parse Score

64.1

82.4Excellent

How well you compete

59.7Great

How broadly AI mentions you

40.9Average

How often AI cites you

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

Parse Score

64.1

82.4Excellent

How well you compete

59.7Great

How broadly AI mentions you

40.9Average

How often AI cites you

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

Brand performance

How Soda's AI visibility has changed over time

Brands AI most often recommends alongside Soda

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

Prompt	Prompt visibility
The problem is, our data is untrustworthy. What is the best data observability platform for monitoring data quality at scale?	21.8
What's the best data quality and observability platform to catch issues before they hit production?	21.3
What's a good data validation library for our Python data pipelines that can generate data quality reports automatically?	19.3

Domains AI cites when recommending Soda in the last 30 days

Preview of competitive strength history (coarsened).

Prompt	Prompt visibility
The problem is, our data is untrustworthy. What is the best data observability platform for monitoring data quality at scale?	21.8
What's the best data quality and observability platform to catch issues before they hit production?	21.3
What's a good data validation library for our Python data pipelines that can generate data quality reports automatically?	19.3

Domain	Citations	Prompts
x321.org Tools: Great Expectations, Soda Core, Deequ - x321.org	2	1
dagster.io Data Observability Tools: Key Features & Top 8 Solutions in 2026 \| Dagster	1	1
en.datasumi.com Great Expectations, Soda, Deequ, and dbt Tests \| Datasumi	1	1

Domain	Citations	Prompts
x321.org Tools: Great Expectations, Soda Core, Deequ - x321.org	2	1
dagster.io Data Observability Tools: Key Features & Top 8 Solutions in 2026 \| Dagster	1	1
en.datasumi.com Great Expectations, Soda, Deequ, and dbt Tests \| Datasumi	1	1