RANK.AI DATA / Latest

Most-cited domains in Data Platforms answers

Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.

Coverage: 127 entities
Confidence: 100%
Freshness: current
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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cited-answer coverage

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127of 127 rows

Most-cited domains in Data Platforms answers current rankings
Rank	Entity	Cited-answer coverage	Public Prompt Source Best Position	Public Prompt Source Cited Answer Count	Public Prompt Source Distinct Url Count	Public Prompt Source Engine Breadth	Public Prompt Source Mean Position	Public Prompt Source Median Position	Confidence	N	Change	Trend	Explain
01	medium.comsource	22.2%	3	8	8	3	4.8	5	100%	36	—	—	Why this rank
02	databricks.comsource	19.4%	1	7	7	3	2.6	2	100%	36	—	—	Why this rank
03	reddit.comsource	16.7%	1	6	6	3	2.2	1.5	100%	36	—	—	Why this rank
04	ovaledge.comsource	16.7%	1	6	3	3	3.7	3	100%	36	—	—	Why this rank
05	striim.comsource	16.7%	2	6	4	3	4.2	3	100%	36	—	—	Why this rank
06	linkedin.comsource	13.9%	2	5	5	3	4.6	4	100%	36	—	—	Why this rank
07	gartner.comsource	11.1%	2	4	3	3	4	3.5	100%	36	—	—	Why this rank
08	motherduck.comsource	11.1%	2	4	4	3	5.3	6	100%	36	—	—	Why this rank
09	dremio.comsource	11.1%	1	4	3	2	3	3	100%	36	—	—	Why this rank
10	learn.microsoft.comsource	11.1%	1	4	6	2	3.2	3	100%	36	—	—	Why this rank
11	confluent.iosource	8.3%	1	3	2	3	2	1	100%	36	—	—	Why this rank
12	athena-solutions.comsource	8.3%	1	3	1	3	3	4	100%	36	—	—	Why this rank
13	starburst.iosource	8.3%	2	3	2	3	3.3	4	100%	36	—	—	Why this rank
14	domo.comsource	8.3%	1	3	2	2	3	2	100%	36	—	—	Why this rank
15	atlan.comsource	8.3%	1	3	3	2	3	3	100%	36	—	—	Why this rank
16	docs.databricks.comsource	5.6%	1	2	2	2	1	1	100%	36	—	—	Why this rank
17	pingcap.comsource	5.6%	1	2	1	2	2	2	100%	36	—	—	Why this rank
18	clickhouse.comsource	5.6%	3	2	1	2	3	3	100%	36	—	—	Why this rank
19	cloudoptimo.comsource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
20	mimacom.comsource	5.6%	2	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
21	snowflake.comsource	5.6%	3	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
22	singlestore.comsource	5.6%	1	2	2	2	3.3	4	100%	36	—	—	Why this rank
23	aws.amazon.comsource	5.6%	2	2	2	2	5	5	100%	36	—	—	Why this rank
24	dataforest.aisource	5.6%	5	2	2	2	6	6	100%	36	—	—	Why this rank
25	cloudera.comsource	5.6%	6	2	2	2	6.5	6.5	100%	36	—	—	Why this rank
26	researchgate.netsource	5.6%	2	2	2	1	2.5	2.5	100%	36	—	—	Why this rank
27	cloud.google.comsource	5.6%	2	2	2	1	3.5	3.5	100%	36	—	—	Why this rank
28	youtube.comsource	5.6%	3	2	2	1	4	4	100%	36	—	—	Why this rank
29	definite.appsource	5.6%	4	2	2	1	4.5	4.5	100%	36	—	—	Why this rank
30	rudderstack.comsource	5.6%	3	2	2	1	4.5	4.5	100%	36	—	—	Why this rank
31	couchbase.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
32	dataengineeringcentral.substack.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
33	delta.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
34	diva-portal.orgsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
35	einfochips.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
36	elvenite.sesource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
37	ilum.cloudsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
38	instaclustr.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
39	link.springer.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
40	onehouse.aisource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
41	pricepertoken.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
42	rubrik.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
43	solved.scality.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
44	strapi.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
45	tatacommunications.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
46	blog.netdatanetworks.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
47	builder.ai2sql.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
48	docs.singlestore.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
49	druva.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
50	ibm.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
51	ideaplan.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
52	intellodev.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
53	oracle.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
54	redis.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
55	research.isg-one.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
56	rivery.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
57	sprinkledata.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
58	stackable.techsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
59	thecompetenza.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
60	xenonstack.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
61	aimultiple.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
62	alation.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
63	assets.teradata.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
64	athenaworks.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
65	benchant.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
66	buckenhofer.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
67	controlplane.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
68	databank.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
69	forrester.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
70	g2.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
71	integrate.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
72	kai-waehner.desource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
73	lancedb.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
74	quadratichq.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
75	quicklaunchanalytics.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
76	quora.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
77	secoda.cosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
78	splunk.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
79	article.sapub.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
80	ashah007.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
81	blog.twingdata.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
82	cbh.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
83	flexera.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
84	kai-waehner.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
85	kaopizglobal.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
86	leanix.netsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
87	mongoengine.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
88	netsuite.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
89	objectfirst.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
90	paragonshift.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
91	risingwave.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
92	tinybird.cosource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
93	ycombinator.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
94	community.databricks.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
95	finout.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
96	hpcwire.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
97	hycu.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
98	kellton.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
99	leanopstech.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
100	mordorintelligence.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
101	peerspot.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
102	saksoft.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
103	tierpoint.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
104	usaii.orgsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
105	vastdata.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
106	blog.dreamfactory.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
107	certlibrary.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
108	cloudmigrationauthority.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
109	forbes.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
110	fortegrp.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
111	getlago.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
112	kiteworks.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
113	lightcast.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
114	orca.securitysource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
115	prolifics.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
116	sqorus.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
117	us.ovhcloud.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
118	acceldata.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
119	gravitee.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
120	ijrai.orgsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
121	ijsrtjournal.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
122	infohub.delltechnologies.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
123	rapidfiretools.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
124	siffletdata.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
125	prodktr.comsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
126	promptperf.devsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
127	rill-new-site.netlify.appsource	2.8%	9	1	1	1	9	9	100%	36	—	—	Why this rank

Most-cited domains in Data Platforms answers current rankings
Rank	Entity	Cited-answer coverage	Public Prompt Source Best Position	Public Prompt Source Cited Answer Count	Public Prompt Source Distinct Url Count	Public Prompt Source Engine Breadth	Public Prompt Source Mean Position	Public Prompt Source Median Position	Confidence	N	Change	Trend	Explain
01	medium.comsource	22.2%	3	8	8	3	4.8	5	100%	36	—	—	Why this rank
02	databricks.comsource	19.4%	1	7	7	3	2.6	2	100%	36	—	—	Why this rank
03	reddit.comsource	16.7%	1	6	6	3	2.2	1.5	100%	36	—	—	Why this rank
04	ovaledge.comsource	16.7%	1	6	3	3	3.7	3	100%	36	—	—	Why this rank
05	striim.comsource	16.7%	2	6	4	3	4.2	3	100%	36	—	—	Why this rank
06	linkedin.comsource	13.9%	2	5	5	3	4.6	4	100%	36	—	—	Why this rank
07	gartner.comsource	11.1%	2	4	3	3	4	3.5	100%	36	—	—	Why this rank
08	motherduck.comsource	11.1%	2	4	4	3	5.3	6	100%	36	—	—	Why this rank
09	dremio.comsource	11.1%	1	4	3	2	3	3	100%	36	—	—	Why this rank
10	learn.microsoft.comsource	11.1%	1	4	6	2	3.2	3	100%	36	—	—	Why this rank
11	confluent.iosource	8.3%	1	3	2	3	2	1	100%	36	—	—	Why this rank
12	athena-solutions.comsource	8.3%	1	3	1	3	3	4	100%	36	—	—	Why this rank
13	starburst.iosource	8.3%	2	3	2	3	3.3	4	100%	36	—	—	Why this rank
14	domo.comsource	8.3%	1	3	2	2	3	2	100%	36	—	—	Why this rank
15	atlan.comsource	8.3%	1	3	3	2	3	3	100%	36	—	—	Why this rank
16	docs.databricks.comsource	5.6%	1	2	2	2	1	1	100%	36	—	—	Why this rank
17	pingcap.comsource	5.6%	1	2	1	2	2	2	100%	36	—	—	Why this rank
18	clickhouse.comsource	5.6%	3	2	1	2	3	3	100%	36	—	—	Why this rank
19	cloudoptimo.comsource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
20	mimacom.comsource	5.6%	2	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
21	snowflake.comsource	5.6%	3	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
22	singlestore.comsource	5.6%	1	2	2	2	3.3	4	100%	36	—	—	Why this rank
23	aws.amazon.comsource	5.6%	2	2	2	2	5	5	100%	36	—	—	Why this rank
24	dataforest.aisource	5.6%	5	2	2	2	6	6	100%	36	—	—	Why this rank
25	cloudera.comsource	5.6%	6	2	2	2	6.5	6.5	100%	36	—	—	Why this rank
26	researchgate.netsource	5.6%	2	2	2	1	2.5	2.5	100%	36	—	—	Why this rank
27	cloud.google.comsource	5.6%	2	2	2	1	3.5	3.5	100%	36	—	—	Why this rank
28	youtube.comsource	5.6%	3	2	2	1	4	4	100%	36	—	—	Why this rank
29	definite.appsource	5.6%	4	2	2	1	4.5	4.5	100%	36	—	—	Why this rank
30	rudderstack.comsource	5.6%	3	2	2	1	4.5	4.5	100%	36	—	—	Why this rank
31	couchbase.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
32	dataengineeringcentral.substack.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
33	delta.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
34	diva-portal.orgsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
35	einfochips.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
36	elvenite.sesource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
37	ilum.cloudsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
38	instaclustr.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
39	link.springer.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
40	onehouse.aisource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
41	pricepertoken.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
42	rubrik.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
43	solved.scality.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
44	strapi.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
45	tatacommunications.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
46	blog.netdatanetworks.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
47	builder.ai2sql.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
48	docs.singlestore.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
49	druva.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
50	ibm.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
51	ideaplan.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
52	intellodev.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
53	oracle.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
54	redis.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
55	research.isg-one.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
56	rivery.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
57	sprinkledata.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
58	stackable.techsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
59	thecompetenza.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
60	xenonstack.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
61	aimultiple.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
62	alation.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
63	assets.teradata.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
64	athenaworks.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
65	benchant.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
66	buckenhofer.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
67	controlplane.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
68	databank.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
69	forrester.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
70	g2.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
71	integrate.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
72	kai-waehner.desource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
73	lancedb.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
74	quadratichq.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
75	quicklaunchanalytics.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
76	quora.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
77	secoda.cosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
78	splunk.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
79	article.sapub.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
80	ashah007.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
81	blog.twingdata.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
82	cbh.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
83	flexera.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
84	kai-waehner.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
85	kaopizglobal.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
86	leanix.netsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
87	mongoengine.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
88	netsuite.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
89	objectfirst.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
90	paragonshift.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
91	risingwave.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
92	tinybird.cosource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
93	ycombinator.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
94	community.databricks.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
95	finout.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
96	hpcwire.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
97	hycu.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
98	kellton.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
99	leanopstech.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
100	mordorintelligence.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
101	peerspot.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
102	saksoft.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
103	tierpoint.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
104	usaii.orgsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
105	vastdata.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
106	blog.dreamfactory.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
107	certlibrary.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
108	cloudmigrationauthority.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
109	forbes.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
110	fortegrp.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
111	getlago.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
112	kiteworks.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
113	lightcast.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
114	orca.securitysource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
115	prolifics.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
116	sqorus.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
117	us.ovhcloud.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
118	acceldata.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
119	gravitee.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
120	ijrai.orgsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
121	ijsrtjournal.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
122	infohub.delltechnologies.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
123	rapidfiretools.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
124	siffletdata.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
125	prodktr.comsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
126	promptperf.devsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
127	rill-new-site.netlify.appsource	2.8%	9	1	1	1	9	9	100%	36	—	—	Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence36.1%13/36 filtered answers mention or cite Snowflake

Selected-set share24.1%Share of answer-presences among the compared brands, not market share

Owned citation answers22 answer-level URL signals on reviewed owned domains

Engine breadth3/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
Databricksdatabricks.com	50.0%18/36	+13.9 pp	33.3%	63	8	10	3/3
Google BigQuerycloud.google.com	38.9%14/36	+2.8 pp	25.9%	45	2	2	3/3
Snowflakesnowflake.com	36.1%13/36	BASE	24.1%	54	2	2	3/3
Amazon Redshiftaws.amazon.com	25.0%9/36	-11.1 pp	16.7%	11	2	2	3/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 Which cloud data platforms are best for a global enterprise that needs high-concurrency analytics, workload isolation, governance, and predictable performance?recommendation	SnowflakeDatabricksGoogle BigQueryAmazon Redshift 6 source URLs`3b5a5bea`	SnowflakeDatabricks · C3Google BigQueryAmazon Redshift 6 source URLs`255b9983`	Snowflake · C1DatabricksGoogle BigQueryAmazon Redshift 4 source URLs`fabf0d81`
02 Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows.recommendation	SnowflakeDatabricks · C1 6 source URLs`59ebca1b`	SnowflakeDatabricks · C1 5 source URLs`cb13bc78`	Databricks · C1Google BigQuery · C1 7 source URLs`a4323a2c`
03 Which serverless data warehouse is best for bursty workloads, minimal administration, elastic scaling, and usage-based pricing?recommendation	SnowflakeDatabricksGoogle BigQueryAmazon Redshift 6 source URLs`49797d25`	SnowflakeDatabricksGoogle BigQueryAmazon Redshift · C1 4 source URLs`fefa64c5`	SnowflakeDatabricks · C1Google BigQueryAmazon Redshift 7 source URLs`08c8afce`
04 Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability.recommendation	No selected brand 6 source URLs`f5f4d59f`	No selected brand 7 source URLs`c3f55643`	No selected brand 6 source URLs`8711bb77`
05 Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance?recommendation	Databricks 5 source URLs`4935b6ab`	Snowflake · C1Databricks · C1Google BigQuery 7 source URLs`b066b0b5`	DatabricksAmazon Redshift · C1 9 source URLs`8dc935da`
06 Recommend a data platform for operational AI applications that need fresh application data, vector search, transactions, and low-latency serving.recommendation	No selected brand 5 source URLs`578081d9`	No selected brand 5 source URLs`a405cba8`	Databricks · C1 7 source URLs`a7b5f789`
07 Which data platform is strongest for multi-cloud governance, fine-grained access control, lineage, data sharing, privacy, and regulatory compliance?recommendation	Databricks · C1 8 source URLs`32e3f80b`	Databricks 6 source URLs`6f89ffb5`	No selected brand 7 source URLs`757c6ff7`
08 What data platform should a startup or small analytics team choose for fast setup, simple operations, familiar SQL, and controlled early-stage cost?recommendation	Google BigQuery 6 source URLs`6b878167`	SnowflakeDatabricksGoogle BigQuery 4 source URLs`49196d40`	No selected brand 4 source URLs`864b2e34`
09 Compare modern data platforms on performance, concurrency, openness, governance, developer experience, AI readiness, reliability, and ecosystem depth.commercial	SnowflakeDatabricksGoogle BigQueryAmazon Redshift 6 source URLs`2ce6a099`	SnowflakeDatabricksGoogle BigQueryAmazon Redshift 8 source URLs`527968ed`	SnowflakeGoogle BigQuery 6 source URLs`ca48a48d`
10 How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?commercial	No selected brand 4 source URLs`e4a3cc0e`	No selected brand 0 source URLs`d54a3700`	Google BigQuery · C1 8 source URLs`dd8984d3`
11 Create a proof-of-concept scorecard for data platforms using ingestion, transformation, mixed queries, governance, recovery, and cost-control tests.commercial	No selected brand 0 source URLs`d40d4f42`	No selected brand 5 source URLs`cc52c18a`	No selected brand 0 source URLs`ef3cd6e1`
12 Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in?commercial	No selected brand 8 source URLs`d14a9882`	No selected brand 7 source URLs`b2db519d`	No selected brand 4 source URLs`669079e4`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position	Evidence
medium.com	8	8	3	#3	Open source ↗
databricks.com	7	7	3	#1	Open source ↗
reddit.com	6	6	3	#1	Open source ↗
striim.com	6	4	3	#2	Open source ↗
ovaledge.com	6	3	3	#1	Open source ↗
linkedin.com	5	5	3	#2	Open source ↗
learn.microsoft.com	4	6	2	#1	Open source ↗
motherduck.com	4	4	3	#2	Open source ↗
dremio.com	4	3	2	#1	Open source ↗
gartner.com	4	3	3	#2	Open source ↗
atlan.com	3	3	2	#1	Open source ↗
confluent.io	3	2	3	#1	Open source ↗
domo.com	3	2	2	#1	Open source ↗
starburst.io	3	2	3	#2	Open source ↗
athena-solutions.com	3	1	3	#1	Open source ↗
docs.databricks.com	2	2	2	#1	Open source ↗
singlestore.com	2	2	2	#1	Open source ↗
aws.amazon.com	2	2	2	#2	Open source ↗
cloud.google.com	2	2	1	#2	Open source ↗
cloudoptimo.com	2	2	2	#2	Open source ↗

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

data-platforms-2026-07-27 / 4-data-platforms-2026-07-27-models-64232fd32583

Most-cited domains in Data Platforms answers

Current rankings

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view