Reviewed data platforms ranked by recommendation-prompt presence across three configured model APIs.
Most cited domains in data platforms answers
95 sites ranked by how often AI answers cite them.
dremio.com is out in front at 16.7%.
95 of 127 siteschecked Aug 12, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
dremio.com
16.7%cited answer coverage
- Ahead of second place
- 0%
- Held by the top three
- 12%
- Middle of the board
- 2.8%
- Below half the leader
- 89 of 95
dremio.com
Ranks URL-derived citation hostnames in the complete public prompt benchmark without additional provider calls.
Some explanation inputs are unavailable Missing: publicFrozenEvidence.
- Published rank
- #1
- Score
- 16.667 percent
- Sample size
- 36
100% confidence · 50% component coverage · as of Aug 12, 2026, 12:00 AM UTC
Component ledger
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 8a0c261398d02cd248422566873469ff004e7b2a5ad9bb45f78d42300819fa8c | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
| engineDenominator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
| hostname | dremio.com | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| positionDenominator | 6 | Unavailable | 6 | 0 | unavailableno_public_frozen_evidence |
| positionNumerator | 22 | Unavailable | 22 | 0 | unavailableno_public_frozen_evidence |
| public prompt source answer coverage | 16.666667 | 100% | 16.667 | 1 | available |
| public prompt source best position | 1 | 0% | 0 | 1 | available |
| public prompt source cited answer count | 6 | 0% | 0 | 1 | available |
| public prompt source distinct URL count | 3 | 0% | 0 | 1 | available |
| public prompt source engine breadth | 2 | 0% | 0 | 1 | available |
| public prompt source mean position | 3.666667 | 0% | 0 | 1 | available |
| public prompt source median position | 3 | 0% | 0 | 1 | available |
| sourceVisibilityOnly | 1 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
up since prior snapshot
- positionNumerator12 → 22+10
- public prompt source answer coverage11.111 → 16.667+5.556
- positionDenominator4 → 6+2
- public prompt source cited answer count4 → 6+2
- public prompt source mean position3 → 3.667+0.667
- answerDenominator36 → 360
- engineDenominator3 → 30
- public prompt source best position1 → 10
- public prompt source distinct URL count3 → 30
- public prompt source engine breadth2 → 20
- public prompt source median position3 → 30
Source trail
Cited-answer coveragepublic prompt source answer coverage · observed Aug 12, 2026, 12:00 AM UTC16.667 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"}
Best citation positionpublic prompt source best position · observed Aug 12, 2026, 12:00 AM UTC1 position100% 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"}
Cited answerspublic prompt source cited answer count · observed Aug 12, 2026, 12:00 AM UTC6 answers100% 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"}
Distinct citation URLspublic prompt source distinct URL count · observed Aug 12, 2026, 12:00 AM UTC3 URLs100% 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 breadthpublic prompt source 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"}
Mean citation positionpublic prompt source mean position · observed Aug 12, 2026, 12:00 AM UTC3.667 position100% 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"}
Median citation positionpublic prompt source median position · observed Aug 12, 2026, 12:00 AM UTC3 position100% 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"}
Free to reference with attribution. Copy a ready-made citation, or link to this page directly. The underlying table updates in place.
- Plain text
Most-cited domains in Data Platforms answers. Rank.ai, data as of August 12, 2026. https://www.rank.ai/rankings/data-platforms/data-platforms-most-cited-domains - HTML
<a href="https://www.rank.ai/rankings/data-platforms/data-platforms-most-cited-domains">Most-cited domains in Data Platforms answers</a> — Rank.ai, data as of August 12, 2026 - Markdown
[Most-cited domains in Data Platforms answers](https://www.rank.ai/rankings/data-platforms/data-platforms-most-cited-domains) — Rank.ai, data as of August 12, 2026 - APA
Rank.ai. (2026). Most-cited domains in Data Platforms answers. Retrieved September 10, 2026, from https://www.rank.ai/rankings/data-platforms/data-platforms-most-cited-domains
<iframe src="https://www.rank.ai/embed/boards/data-platforms-most-cited-domains" title="Most-cited domains in Data Platforms answers" 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-platforms-most-cited-domains">Most-cited domains in Data Platforms answers</a> by Rank.ai</p>More in Data platforms
Cloud warehouses, lakehouses, streaming systems, and operational data platforms ranked across a fixed enterprise buying corpus.
Reviewed vendors ranked by presence across every answer in the complete category cohort.
Reviewed vendors ranked by distinct answer-level citations to their canonical domains.
See how your brand ranks in AI answers.
The same measurement behind this board, run on your own domain — free, by email, in about a minute.