16 companieschecked Aug 12, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

As of

In front today

Dremio

25.0%recommendation prompt presence

Ahead of second place: 0%
Held by the top three: 41%
Middle of the board: 8.3%
Below half the leader: 9 of 16

Highest 25.0%Middle 8.3%

Rank 1one bar per published rowRank 16

engines: 2 on 8 of 16 rows · 24 checks behind each row · 100% confidence across rows.

Data platform rank current rankings
Rank	Name	Recommendation prompt presence	Mention coverage	Share of names	Cited as source	Change	Why
01	Dremio	25.0%	22.22% · 8 / 36	16.33% · 8 / 49	25% · 6 / 24	4	This rank My rank
02	Databricks	25.0%	19.44% · 7 / 36	14.29% · 7 / 49	8.33% · 2 / 24	1	This rank My rank
03	Google BigQuery	20.8%	16.67% · 6 / 36	12.24% · 6 / 49	8.33% · 2 / 24	1	This rank My rank
04	Snowflake	20.8%	16.67% · 6 / 36	12.24% · 6 / 49	0% · 0 / 24	1	This rank My rank
05	Amazon Redshift	16.7%	11.11% · 4 / 36	8.16% · 4 / 49	4.17% · 1 / 24	1	This rank My rank
06	MotherDuck	12.5%	13.89% · 5 / 36	10.2% · 5 / 49	16.67% · 4 / 24	1	This rank My rank
07	Confluent	12.5%	8.33% · 3 / 36	6.12% · 3 / 49	8.33% · 2 / 24	1	This rank My rank
08	Teradata VantageCloud	8.3%	5.56% · 2 / 36	4.08% · 2 / 49	8.33% · 2 / 24	7	Showing My rank
09	Starburst	8.3%	5.56% · 2 / 36	4.08% · 2 / 49	4.17% · 1 / 24		This rank My rank
10	Firebolt	8.3%	5.56% · 2 / 36	4.08% · 2 / 49	4.17% · 1 / 24	6	This rank My rank
11	Cloudera	4.2%	2.78% · 1 / 36	2.04% · 1 / 49	4.17% · 1 / 24	1	This rank My rank
12	Oracle Autonomous Database	4.2%	2.78% · 1 / 36	2.04% · 1 / 49	4.17% · 1 / 24	1	This rank My rank
13	SingleStore	4.2%	2.78% · 1 / 36	2.04% · 1 / 49	4.17% · 1 / 24	2	This rank My rank
14	Microsoft Fabric	0.0%	2.78% · 1 / 36	2.04% · 1 / 49	0% · 0 / 24	8	This rank My rank
15	ClickHouse Cloud	0.0%	0% · 0 / 36	0% · 0 / 49	0% · 0 / 24	5	This rank My rank
16	MongoDB Atlas	0.0%	0% · 0 / 36	0% · 0 / 49	0% · 0 / 24	2	This rank My rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence16.7%6/36 filtered answers mention or cite Snowflake

Selected-set share26.1%Share of answer-presences among the compared brands, not market share

Owned citation answers00 answer-level URL signals on reviewed owned domains

Engine breadth2/3Engines 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	19.4%7/36	+2.8 pp	30.4%	23	2	2	2/3
Google BigQuerycloud.google.com	16.7%6/36	0.0 pp	26.1%	12	2	2	2/3
Snowflakesnowflake.com	16.7%6/36	BASE	26.1%	23	0	0	2/3
Amazon Redshiftaws.amazon.com	11.1%4/36	-5.6 pp	17.4%	6	1	1	2/3

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	SnowflakeGoogle BigQueryAmazon Redshift 8 source URLs`3b7aca3c`	No selected brand 0 source URLs`fc20504e`	Snowflake 9 source URLs`e0dbcf1d`
02 Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows.recommendation	SnowflakeDatabricks 8 source URLs`ef7670a0`	No selected brand 0 source URLs`59c89e73`	Databricks · C1Google BigQuery · C1 7 source URLs`fbe052ee`
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`fa69f7b2`	No selected brand 0 source URLs`fb866e7d`	DatabricksAmazon Redshift · C1 8 source URLs`e0e7981d`
04 Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability.recommendation	No selected brand 7 source URLs`a8bf9f4c`	No selected brand 0 source URLs`d66c1b25`	No selected brand 8 source URLs`c3a0ec38`
05 Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance?recommendation	No selected brand 6 source URLs`a49cbad8`	No selected brand 0 source URLs`2138a782`	No selected brand 9 source URLs`3af6a8e7`
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 4 source URLs`1cf08285`	No selected brand 0 source URLs`284caa7f`	No selected brand 10 source URLs`f047d929`
07 Which data platform is strongest for multi-cloud governance, fine-grained access control, lineage, data sharing, privacy, and regulatory compliance?recommendation	No selected brand 9 source URLs`f89b53fc`	No selected brand 0 source URLs`788e824b`	Databricks · C1 9 source URLs`e2427289`
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 3 source URLs`99d13a5e`	No selected brand 0 source URLs`3d93db73`	SnowflakeDatabricksGoogle BigQueryAmazon Redshift 7 source URLs`7787c817`
09 Compare modern data platforms on performance, concurrency, openness, governance, developer experience, AI readiness, reliability, and ecosystem depth.commercial	SnowflakeDatabricks 0 source URLs`8077f7ee`	No selected brand 0 source URLs`f8039863`	No selected brand 0 source URLs`42d9a1a8`
10 How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?commercial	Google BigQuery · C1 7 source URLs`89a6fe49`	No selected brand 0 source URLs`65a59e76`	No selected brand 5 source URLs`10e6463f`
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`f3999561`	No selected brand 0 source URLs`2177da09`	No selected brand 1 source URLs`c293c3ee`
12 Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in?commercial	No selected brand 7 source URLs`6d581072`	No selected brand 0 source URLs`9f47b15e`	No selected brand 4 source URLs`b249867e`

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
medium.com ↗	6	6	2	#1
dremio.com ↗	6	3	2	#1
youtube.com ↗	5	4	2	#2
motherduck.com ↗	4	3	2	#1
ovaledge.com ↗	4	3	2	#1
gartner.com ↗	4	3	2	#3
atlan.com ↗	3	3	1	#1
rank.ai ↗	3	3	1	#1
reddit.com ↗	3	3	2	#1
onehouse.ai ↗	3	2	2	#1
databricks.com ↗	2	2	1	#1
ibm.com ↗	2	2	2	#1
striim.com ↗	2	2	2	#1
domo.com ↗	2	2	2	#2
linkedin.com ↗	2	2	1	#2
confluent.io ↗	2	2	2	#4
cloud.google.com ↗	2	2	2	#5
rudderstack.com ↗	2	2	2	#5
aerospike.com ↗	2	2	2	#6
researchgate.net ↗	2	2	2	#7

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

Published rank: #8
Score: 8.333 percent
Sample size: 24

100% confidence · 100% component coverage · as of Aug 12, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

13/13 evidenced

All components available · 1 evidence record each

Components contributing to Teradata VantageCloud's rank
Component	Value	Weight	Contribution
public prompt anthropic brand mention coverage	0	0%	—
public prompt anthropic brand recommendation presence	0	0%	—
public prompt brand citation share	8.333333	0%	—
public prompt brand engine breadth	2	0%	—
public prompt brand mention coverage	5.555556	0%	—
public prompt brand mention share	4.081633	0%	—
public prompt brand recommendation presence	8.333333	100%	8.333
public prompt gemini brand citation share	6.25	0%	—
public prompt gemini brand mention coverage	8.333333	0%	—
public prompt gemini brand recommendation presence	12.5	0%	—
public prompt openai brand citation share	12.5	0%	—
public prompt openai brand mention coverage	8.333333	0%	—
public prompt openai brand recommendation presence	12.5	0%	—

WHY IT MOVED

up since prior snapshot

+7 ranks

public prompt gemini brand recommendation presence0 → 12.5
+12.5
public prompt openai brand recommendation presence0 → 12.5
+12.5
public prompt brand recommendation presence0 → 8.333
+8.333
public prompt gemini brand mention coverage0 → 8.333
+8.333
public prompt gemini brand citation share0 → 6.25
+6.25
public prompt brand citation share2.174 → 8.333
+6.159
public prompt brand mention share1.124 → 4.082
+2.958
public prompt brand mention coverage2.778 → 5.556
+2.778
public prompt openai brand citation share11.111 → 12.5
+1.389
public prompt brand engine breadth1 → 2
+1
public prompt anthropic brand mention coverage0 → 0
0
public prompt anthropic brand recommendation presence0 → 0
0
public prompt openai brand mention coverage8.333 → 8.333
0

PRIMARY EVIDENCE

Source trail

13 public records

Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Aug 12, 2026, 12:00 AM UTC0 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Aug 12, 2026, 12:00 AM UTC0 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Citation sharepublic prompt brand citation share · observed Aug 12, 2026, 12:00 AM UTC8.333 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Engine breadthpublic prompt brand engine breadth · observed Aug 12, 2026, 12:00 AM UTC2 engines100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Mention coveragepublic prompt brand mention coverage · observed Aug 12, 2026, 12:00 AM UTC5.556 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 12, 2026, 12:00 AM UTC4.082 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Recommendation-prompt presencepublic prompt brand recommendation presence · observed Aug 12, 2026, 12:00 AM UTC8.333 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Gemini citation sharepublic prompt gemini brand citation share · observed Aug 12, 2026, 12:00 AM UTC6.25 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Gemini mention coveragepublic prompt gemini brand mention coverage · observed Aug 12, 2026, 12:00 AM UTC8.333 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Aug 12, 2026, 12:00 AM UTC12.5 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
OpenAI citation sharepublic prompt openai brand citation share · observed Aug 12, 2026, 12:00 AM UTC12.5 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
OpenAI mention coveragepublic prompt openai brand mention coverage · observed Aug 12, 2026, 12:00 AM UTC8.333 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["2fd1d234-3e99-466b-80c4-6410d4e1df39","ee3cc55c-badb-421a-a412-32a925bdd7c8","b19314e1-95d6-4d57-903e-b74b9759858b","e1716f04-d79a-44a4-b534-8daf7b0cf3d4","6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","1bcaffe9-3e32-420c-8143-a631da6b7037","7c886ef9-eff7-4b12-a7de-4259dfa5db3b","a94cccf8-e3ba-4e55-a84a-fc083129a6ab","fed786e7-b186-4cf7-846a-f00700a6900a","5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","25b25ef8-bbe5-4d53-9165-fcbd83e4257f","2b3ee725-9b98-4760-a74a-1718099753d9","cc43c491-4ddc-4039-8aa1-ccb1b15bdcc1","b1c70bff-e923-4ce4-a9a0-63bf534ab961","d3428b9f-0b57-42d8-a40d-241d52b6f177","8518eb7b-d8aa-4b5f-bd8c-291afe1935c3","5a183517-cb55-404d-bec0-5fc737f724fd","e0398966-1f67-4be2-8804-b44b39b0c8b7","601fa1e4-92c6-4816-97e4-85cce01f487d","c74b618d-9484-480a-b883-3cb81080a7bb","52898342-03f0-4cc3-b0fe-7d41874acb68","9f051b66-f4d8-4b5a-9e44-9545b22109cd","30a04c0a-9e41-4acb-8d5f-87de33682c64","70481089-fcb9-4232-a224-c36defc89e74","850258bb-77d1-4b46-8203-9d78b502be60","c3620c12-6940-43db-b2d4-9546a3cc4631","4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","e886a0d2-3f1d-4e3b-8f40-935532391234","131c9539-3378-497f-8f85-a87575bebaed","8667acdb-f948-428c-8647-6272be7dded6","fe0e2eb6-5ed9-41dc-8c45-779cb6576234","6e88f0c3-d2a9-4f89-bc6e-4dc7372daf0b","78839e7a-6d72-4f63-acaf-3619558906d9"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Aug 12, 2026, 12:00 AM UTC12.5 percent100% confidence
Source
Rank.ai Data Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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Open primary evidence ↗

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<iframe src="https://www.rank.ai/embed/boards/data-platform-brand-rank" title="Data Platform Rank" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/data-platforms/data-platform-brand-rank">Data Platform Rank</a> by Rank.ai</p>

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