Reviewed vendors ranked by the share of all the category's answers that name or cite them.
Data platforms
Data platform rank
16 companies ranked by how often answers to recommendation questions name or cite them.
25.0%
Dremio ranks first
Recommendation prompt presence
16
Companies ranked
Aug 12
Snapshot recorded
2026 · Rotating schedule
24
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 companies by recommendation prompt presence
Dremio leads at 25.0%; the middle of the board sits at 8.3%.
- Ahead of second place
- 0%
- Held by the top three
- 41%
- Middle of the board
- 8.3%
- Below half the leader
- 9 of 16
Rank, name and recommendation prompt presenceMiddle 8.3%
- 1Dremio25.0%
- 2Databricks25.0%
- 3Google BigQuery20.8%
- 4Snowflake20.8%
- 5Amazon Redshift16.7%
- 6MotherDuck12.5%
- 7Confluent12.5%
- 8Teradata VantageCloud8.3%
- 9Starburst8.3%
- 10Firebolt8.3%
- 11Cloudera4.2%
- 12Oracle Autonomous Database4.2%
- 13SingleStore4.2%
- 14Microsoft Fabric0.0%
- 15ClickHouse Cloud0.0%
- 16MongoDB Atlas0.0%
engines: 2 on 8 of 16 rows · 24 checks behind each row · 100% confidence across rows.
| 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 rankMy rank |
| 02 | Databricks | 25.0% | 19.44% · 7 / 36 | 14.29% · 7 / 49 | 8.33% · 2 / 24 | 1 | This rankMy rank |
| 03 | Google BigQuery | 20.8% | 16.67% · 6 / 36 | 12.24% · 6 / 49 | 8.33% · 2 / 24 | 1 | This rankMy rank |
| 04 | Snowflake | 20.8% | 16.67% · 6 / 36 | 12.24% · 6 / 49 | 0% · 0 / 24 | 1 | This rankMy rank |
| 05 | Amazon Redshift | 16.7% | 11.11% · 4 / 36 | 8.16% · 4 / 49 | 4.17% · 1 / 24 | 1 | This rankMy rank |
| 06 | MotherDuck | 12.5% | 13.89% · 5 / 36 | 10.2% · 5 / 49 | 16.67% · 4 / 24 | 1 | This rankMy rank |
| 07 | Confluent | 12.5% | 8.33% · 3 / 36 | 6.12% · 3 / 49 | 8.33% · 2 / 24 | 1 | ShowingMy rank |
| 08 | Teradata VantageCloud | 8.3% | 5.56% · 2 / 36 | 4.08% · 2 / 49 | 8.33% · 2 / 24 | 7 | This rankMy rank |
| 09 | Starburst | 8.3% | 5.56% · 2 / 36 | 4.08% · 2 / 49 | 4.17% · 1 / 24 | This rankMy rank | |
| 10 | Firebolt | 8.3% | 5.56% · 2 / 36 | 4.08% · 2 / 49 | 4.17% · 1 / 24 | 6 | This rankMy rank |
| 11 | Cloudera | 4.2% | 2.78% · 1 / 36 | 2.04% · 1 / 49 | 4.17% · 1 / 24 | 1 | This rankMy rank |
| 12 | Oracle Autonomous Database | 4.2% | 2.78% · 1 / 36 | 2.04% · 1 / 49 | 4.17% · 1 / 24 | 1 | This rankMy rank |
| 13 | SingleStore | 4.2% | 2.78% · 1 / 36 | 2.04% · 1 / 49 | 4.17% · 1 / 24 | 2 | This rankMy rank |
| 14 | Microsoft Fabric | 0.0% | 2.78% · 1 / 36 | 2.04% · 1 / 49 | 0% · 0 / 24 | 8 | This rankMy rank |
| 15 | ClickHouse Cloud | 0.0% | 0% · 0 / 36 | 0% · 0 / 49 | 0% · 0 / 24 | 5 | This rankMy rank |
| 16 | MongoDB Atlas | 0.0% | 0% · 0 / 36 | 0% · 0 / 49 | 0% · 0 / 24 | 2 | This rankMy rank |
Why this rank
Confluent on Data Platform Rank
Snapshot of Aug 12, 2026, 12:00 AM UTC · Link to this snapshot
Ranks a reviewed Data Platforms brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
7
Rank on this board
12.5 percent
Score
24
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Recommendation presence | 12.5 | 12.5 |
Moved up since the previous snapshot
+1 places- Anthropic brand recommendation presence25 to 12.5-12.5
- Anthropic brand mention coverage16.667 to 8.333-8.333
- Recommendation presence16.667 to 12.5-4.167
- Mention coverage11.111 to 8.333-2.778
- Citation share6.522 to 8.333+1.812
- Mention share4.494 to 6.122+1.628
- OpenAI brand citation share11.111 to 12.5+1.389
- Gemini brand citation share5.882 to 6.25+0.368
- Engine breadth3 to 30
- Gemini brand mention coverage8.333 to 8.3330
- Gemini brand recommendation presence12.5 to 12.50
- OpenAI brand mention coverage8.333 to 8.3330
- OpenAI brand recommendation presence12.5 to 12.50
Where each number comes from
13 public recordsAnthropic mention coverageAnthropic 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"}
Anthropic recommendation-prompt presenceAnthropic 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"}
Citation shareCitation 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"}
Engine breadthEngine breadth · observed Aug 12, 2026, 12:00 AM UTC3 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"}
Mention coverageMention 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"}
Reviewed-brand presence shareMention share · observed Aug 12, 2026, 12:00 AM UTC6.122 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"}
Recommendation-prompt presenceRecommendation 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"}
Gemini citation shareGemini 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"}
Gemini mention coverageGemini 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"}
Gemini recommendation-prompt presenceGemini 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"}
OpenAI citation shareOpenAI 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"}
OpenAI mention coverageOpenAI 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"}
OpenAI recommendation-prompt presenceOpenAI 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"}
More in Data platforms
Cloud warehouses, lakehouses, streaming systems, and operational data platforms ranked across a fixed enterprise buying corpus.
Reviewed vendors ranked by their share of the citations that point to vendor websites.
Reviewed vendors ranked by how many of the three model APIs name or cite them.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.