AI Visibility Index · July 2026

Data Eng: Fivetran, Dagster, Debezium lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each data eng brand, across 13continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	Fivetran	A+	2	3	3	4/4	#1 · CDC tools for replicating PostgreSQL to data warehouses
2	Dagster	A+	2	2	2	4/4	#1 · Data orchestration tool
3	DDebezium	A+	1	2	2	4/4	#1 · Change data capture tool
4	AApache Polaris	A+	1	1	1	4/4	#1 · open-source lakehouse catalog tools
5	BigQuery	A+	1	1	1	4/4	#1 · serverless data warehouses for small engineering teams
6	CCollibra	A+	1	1	1	4/4	#1 · Data catalog for governance
7	CCube	A+	1	1	1	4/4	#1 · semantic layer tool for business metrics
8	dbt	A+	1	1	1	4/4	#1 · data transformation tool for analytics engineering
9	Hightouch	A+	1	1	1	4/4	#1 · reverse ETL tools for syncing warehouse data to SaaS apps
10	MMonte Carlo	A+	1	1	1	4/4	#1 · data quality tools for warehouse-native monitoring
11	Redpanda	A+	1	1	1	4/4	#1 · managed Kafka alternatives for event streaming
12	Estuary Flow	B	—	2	3	4/4	#3 · CDC tools for replicating PostgreSQL to data warehouses
13	Apache Airflow	B	—	2	2	4/4	#2 · Data orchestration tool
14	Prefect	B	—	2	2	4/4	#3 · Data orchestration tool
15	Airbyte	B	—	1	4	4/4	#2 · ELT tools for loading SaaS data into Snowflake
16	Amazon MSK	B	—	1	4	4/4	#3 · managed Kafka alternatives for event streaming
17	CConfluent Cloud	B	—	1	2	3/4	#2 · managed Kafka alternatives for event streaming
18	AAtlan	B	—	1	1	4/4	#2 · Data catalog for governance
19	Ddbt Semantic Layer	B	—	1	1	4/4	#2 · semantic layer tool for business metrics
20	FFivetran Activations	B	—	1	1	4/4	#2 · reverse ETL tools for syncing warehouse data to SaaS apps
21	LLakekeeper	B	—	1	1	4/4	#2 · open-source lakehouse catalog tools
22	MotherDuck	B	—	1	1	4/4	#2 · serverless data warehouses for small engineering teams
23	SSoda	B	—	1	1	4/4	#2 · data quality tools for warehouse-native monitoring
24	SSQLMesh	B	—	1	1	3/4	#2 · data transformation tool for analytics engineering
25	AAlation	B	—	1	1	4/4	#3 · Data catalog for governance
26	AApache Gravitino	B	—	1	1	4/4	#3 · open-source lakehouse catalog tools
27	AAtScale	B	—	1	1	4/4	#3 · semantic layer tool for business metrics
28	CCoalesce	B	—	1	1	3/4	#3 · data transformation tool for analytics engineering
29	dlt	B	—	1	1	3/4	#3 · ELT tools for loading SaaS data into Snowflake
30	EElementary	B	—	1	1	3/4	#3 · data quality tools for warehouse-native monitoring

+ 50 more ranked brands below the top 30.

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-20. All industries → · Source: modelsagree.com · CC BY 4.0