Reviewed vendors ranked by the share of all the category's answers that name or cite them.
Data integration
Data integration platform rank
12 companies ranked by how often answers to recommendation questions name or cite them.
54.2%
Fivetran ranks first
Recommendation prompt presence
12
Companies ranked
Sep 22
Snapshot recorded
2026 · Rotating schedule
24
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 companies by recommendation prompt presence
Fivetran leads at 54.2%; the middle of the board sits at 10.4%.
- Ahead of second place
- 20.8%
- Held by the top three
- 62%
- Middle of the board
- 10.4%
- Below half the leader
- 9 of 12
Rank, name and recommendation prompt presenceMiddle 10.4%
- 1Fivetran54.2%
- 2Airbyte33.3%
- 3Hevo Data29.2%
- 4Qlik Talend20.8%
- 5Matillion12.5%
- 6Informatica12.5%
- 7Estuary Flow8.3%
- 8MuleSoft8.3%
- 9Boomi4.2%
- 10SnapLogic4.2%
- 11Hightouch0.0%
- 12Census0.0%
engines: 2 on 7 of 12 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 | Fivetran | 54.2% | 37.5% · 18 / 48 | 25.35% · 18 / 71 | 30% · 9 / 30 | This rankMy rank | |
| 02 | Airbyte | 33.3% | 18.75% · 9 / 48 | 12.68% · 9 / 71 | 13.33% · 4 / 30 | ShowingMy rank | |
| 03 | Hevo Data | 29.2% | 14.58% · 7 / 48 | 9.86% · 7 / 71 | 10% · 3 / 30 | 3 | This rankMy rank |
| 04 | Qlik Talend | 20.8% | 20.83% · 10 / 48 | 14.08% · 10 / 71 | 6.67% · 2 / 30 | 1 | This rankMy rank |
| 05 | Matillion | 12.5% | 12.5% · 6 / 48 | 8.45% · 6 / 71 | 10% · 3 / 30 | 1 | This rankMy rank |
| 06 | Informatica | 12.5% | 10.42% · 5 / 48 | 7.04% · 5 / 71 | 0% · 0 / 30 | 1 | This rankMy rank |
| 07 | Estuary Flow | 8.3% | 12.5% · 6 / 48 | 8.45% · 6 / 71 | 16.67% · 5 / 30 | 1 | This rankMy rank |
| 08 | MuleSoft | 8.3% | 8.33% · 4 / 48 | 5.63% · 4 / 71 | 0% · 0 / 30 | 4 | This rankMy rank |
| 09 | Boomi | 4.2% | 6.25% · 3 / 48 | 4.23% · 3 / 71 | 6.67% · 2 / 30 | 2 | This rankMy rank |
| 10 | SnapLogic | 4.2% | 4.17% · 2 / 48 | 2.82% · 2 / 71 | 3.33% · 1 / 30 | 1 | This rankMy rank |
| 11 | Hightouch | 0.0% | 2.08% · 1 / 48 | 1.41% · 1 / 71 | 3.33% · 1 / 30 | This rankMy rank | |
| 12 | Census | 0.0% | 0% · 0 / 48 | 0% · 0 / 71 | 0% · 0 / 30 | 2 | This rankMy rank |
Why this rank
Airbyte on Data Integration Platform Rank
Snapshot of Sep 22, 2026, 12:00 AM UTC · Link to this snapshot
Ranks a reviewed Data Integration brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
2
Rank on this board
33.333 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 | 33.333333 | 33.333 |
Unchanged since the previous snapshot
No change in rankNo component moved since the previous snapshot.
Where each number comes from
13 public recordsAnthropic mention coverageAnthropic brand mention coverage · observed Sep 22, 2026, 12:00 AM UTC6.25 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7ce7c4bd-4951-443d-87a4-34707db586bb","f93f176f-5c88-4116-991a-976c8a62aade","24f5964f-bd26-43c4-b39f-7321214dc87c","877df6fd-4fe4-4218-ad4a-b062f9b2243d","a3491061-2e9f-4950-b9b0-b22d5045ea8b","355997c8-c95f-4f90-a8d1-892e532d5076","82bb7da5-36f9-4d8a-a980-d4ed27d3d062","e481535f-b02a-456f-a4df-c5914f65c14d","1af7065b-2487-402e-b884-2cb7fbfdd313","019709d6-25bd-4000-988a-b4588b4e2ba5","169a85f4-d55a-40ae-813a-bb02e61d920e","e465dbbc-2f69-4bc9-89a0-8507d6f42c84","8cd16adc-b811-44e5-a7d4-8060004ded0c","c0b8b8c4-d3f7-45cc-bdef-e06ff9c643c1","6a60171b-77ff-4cfd-b5b0-6c73d29f85b5","89811e81-3d66-46df-866f-35f3a797c861","63897b24-cc86-4efc-b5b3-90b62257a5b1","62295d9e-31ea-47ba-9801-e9aef566c308","251ca83f-e0cf-4d48-80f4-47069f1eac4b","f8a71c95-7155-4b0b-a624-0449580dc2f4","5b4004b3-9d5d-4b55-9d39-dfc0ba9f3af9","0e9e9191-e1a7-4d47-b592-1c6d159b9089","fe29cd73-e0b1-4581-8922-8e262293f6df","228b0773-ffa1-41b0-8b52-a031ec6dd57a","fb3b81e9-9242-4f57-9d64-acbc0c350e4b","aaf86a5d-af65-4839-a7c8-6bf62af069d8","bd2351cd-22a1-48dd-a3d6-878f4f0598dc","710819c0-f258-41de-aa65-03ee3a80a3ea","ef164e28-6cfc-4bc2-8096-fabbf143bc6f","f82d658d-a3f0-4929-9ab6-81d7e73cc97d","3601253b-2dcd-4d91-abbe-d76a68ad21e2","cbcadb32-8c9f-4134-9076-abc2b993a55e","f2b33f07-a6b4-4edb-a291-924b8430390c","c77c5810-2b89-45fe-9a4d-64fdb0456f45","e9a96b4e-f4a1-40f2-a184-9ff0b397bcda","e69ceb6a-00e8-487c-9dad-791ec7db1fab","091ff6fe-b848-413e-b54a-db2268dea07f","b70c45d6-68c3-423c-b9bb-95fec9b3c804","8ce1560e-ba6f-4978-8b36-d0151674d901","bd7aa6c0-7b9a-474a-9bc3-a3cde122a5d8","37076ce0-2f00-48d6-b7fe-d433e79b5d50","31342e7c-71dc-4ee6-97b7-9e439846de2f","811caa35-c802-465e-ae82-71799d42ac39","eaf9c5a1-c453-4331-bbd0-ff1ca1487adb","1987e9a8-e750-4860-8a76-238cdae27b14","1ba7ab34-36f4-4996-b894-4854d89755b0","9d667376-0ace-4049-8463-3988e351e41b","4837c5a2-c74e-4a7f-84ae-a1906fe91563"],"benchmarkVersion":"4-data-integration-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic recommendation-prompt presenceAnthropic brand recommendation presence · observed Sep 22, 2026, 12:00 AM UTC12.5 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7ce7c4bd-4951-443d-87a4-34707db586bb","f93f176f-5c88-4116-991a-976c8a62aade","24f5964f-bd26-43c4-b39f-7321214dc87c","877df6fd-4fe4-4218-ad4a-b062f9b2243d","a3491061-2e9f-4950-b9b0-b22d5045ea8b","355997c8-c95f-4f90-a8d1-892e532d5076","82bb7da5-36f9-4d8a-a980-d4ed27d3d062","e481535f-b02a-456f-a4df-c5914f65c14d","1af7065b-2487-402e-b884-2cb7fbfdd313","019709d6-25bd-4000-988a-b4588b4e2ba5","169a85f4-d55a-40ae-813a-bb02e61d920e","e465dbbc-2f69-4bc9-89a0-8507d6f42c84","8cd16adc-b811-44e5-a7d4-8060004ded0c","c0b8b8c4-d3f7-45cc-bdef-e06ff9c643c1","6a60171b-77ff-4cfd-b5b0-6c73d29f85b5","89811e81-3d66-46df-866f-35f3a797c861","63897b24-cc86-4efc-b5b3-90b62257a5b1","62295d9e-31ea-47ba-9801-e9aef566c308","251ca83f-e0cf-4d48-80f4-47069f1eac4b","f8a71c95-7155-4b0b-a624-0449580dc2f4","5b4004b3-9d5d-4b55-9d39-dfc0ba9f3af9","0e9e9191-e1a7-4d47-b592-1c6d159b9089","fe29cd73-e0b1-4581-8922-8e262293f6df","228b0773-ffa1-41b0-8b52-a031ec6dd57a","fb3b81e9-9242-4f57-9d64-acbc0c350e4b","aaf86a5d-af65-4839-a7c8-6bf62af069d8","bd2351cd-22a1-48dd-a3d6-878f4f0598dc","710819c0-f258-41de-aa65-03ee3a80a3ea","ef164e28-6cfc-4bc2-8096-fabbf143bc6f","f82d658d-a3f0-4929-9ab6-81d7e73cc97d","3601253b-2dcd-4d91-abbe-d76a68ad21e2","cbcadb32-8c9f-4134-9076-abc2b993a55e","f2b33f07-a6b4-4edb-a291-924b8430390c","c77c5810-2b89-45fe-9a4d-64fdb0456f45","e9a96b4e-f4a1-40f2-a184-9ff0b397bcda","e69ceb6a-00e8-487c-9dad-791ec7db1fab","091ff6fe-b848-413e-b54a-db2268dea07f","b70c45d6-68c3-423c-b9bb-95fec9b3c804","8ce1560e-ba6f-4978-8b36-d0151674d901","bd7aa6c0-7b9a-474a-9bc3-a3cde122a5d8","37076ce0-2f00-48d6-b7fe-d433e79b5d50","31342e7c-71dc-4ee6-97b7-9e439846de2f","811caa35-c802-465e-ae82-71799d42ac39","eaf9c5a1-c453-4331-bbd0-ff1ca1487adb","1987e9a8-e750-4860-8a76-238cdae27b14","1ba7ab34-36f4-4996-b894-4854d89755b0","9d667376-0ace-4049-8463-3988e351e41b","4837c5a2-c74e-4a7f-84ae-a1906fe91563"],"benchmarkVersion":"4-data-integration-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Citation shareCitation share · observed Sep 22, 2026, 12:00 AM UTC13.333 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7ce7c4bd-4951-443d-87a4-34707db586bb","f93f176f-5c88-4116-991a-976c8a62aade","24f5964f-bd26-43c4-b39f-7321214dc87c","877df6fd-4fe4-4218-ad4a-b062f9b2243d","a3491061-2e9f-4950-b9b0-b22d5045ea8b","355997c8-c95f-4f90-a8d1-892e532d5076","82bb7da5-36f9-4d8a-a980-d4ed27d3d062","e481535f-b02a-456f-a4df-c5914f65c14d","1af7065b-2487-402e-b884-2cb7fbfdd313","019709d6-25bd-4000-988a-b4588b4e2ba5","169a85f4-d55a-40ae-813a-bb02e61d920e","e465dbbc-2f69-4bc9-89a0-8507d6f42c84","8cd16adc-b811-44e5-a7d4-8060004ded0c","c0b8b8c4-d3f7-45cc-bdef-e06ff9c643c1","6a60171b-77ff-4cfd-b5b0-6c73d29f85b5","89811e81-3d66-46df-866f-35f3a797c861","63897b24-cc86-4efc-b5b3-90b62257a5b1","62295d9e-31ea-47ba-9801-e9aef566c308","251ca83f-e0cf-4d48-80f4-47069f1eac4b","f8a71c95-7155-4b0b-a624-0449580dc2f4","5b4004b3-9d5d-4b55-9d39-dfc0ba9f3af9","0e9e9191-e1a7-4d47-b592-1c6d159b9089","fe29cd73-e0b1-4581-8922-8e262293f6df","228b0773-ffa1-41b0-8b52-a031ec6dd57a","fb3b81e9-9242-4f57-9d64-acbc0c350e4b","aaf86a5d-af65-4839-a7c8-6bf62af069d8","bd2351cd-22a1-48dd-a3d6-878f4f0598dc","710819c0-f258-41de-aa65-03ee3a80a3ea","ef164e28-6cfc-4bc2-8096-fabbf143bc6f","f82d658d-a3f0-4929-9ab6-81d7e73cc97d","3601253b-2dcd-4d91-abbe-d76a68ad21e2","cbcadb32-8c9f-4134-9076-abc2b993a55e","f2b33f07-a6b4-4edb-a291-924b8430390c","c77c5810-2b89-45fe-9a4d-64fdb0456f45","e9a96b4e-f4a1-40f2-a184-9ff0b397bcda","e69ceb6a-00e8-487c-9dad-791ec7db1fab","091ff6fe-b848-413e-b54a-db2268dea07f","b70c45d6-68c3-423c-b9bb-95fec9b3c804","8ce1560e-ba6f-4978-8b36-d0151674d901","bd7aa6c0-7b9a-474a-9bc3-a3cde122a5d8","37076ce0-2f00-48d6-b7fe-d433e79b5d50","31342e7c-71dc-4ee6-97b7-9e439846de2f","811caa35-c802-465e-ae82-71799d42ac39","eaf9c5a1-c453-4331-bbd0-ff1ca1487adb","1987e9a8-e750-4860-8a76-238cdae27b14","1ba7ab34-36f4-4996-b894-4854d89755b0","9d667376-0ace-4049-8463-3988e351e41b","4837c5a2-c74e-4a7f-84ae-a1906fe91563"],"benchmarkVersion":"4-data-integration-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthEngine breadth · observed Sep 22, 2026, 12:00 AM UTC3 engines100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7ce7c4bd-4951-443d-87a4-34707db586bb","f93f176f-5c88-4116-991a-976c8a62aade","24f5964f-bd26-43c4-b39f-7321214dc87c","877df6fd-4fe4-4218-ad4a-b062f9b2243d","a3491061-2e9f-4950-b9b0-b22d5045ea8b","355997c8-c95f-4f90-a8d1-892e532d5076","82bb7da5-36f9-4d8a-a980-d4ed27d3d062","e481535f-b02a-456f-a4df-c5914f65c14d","1af7065b-2487-402e-b884-2cb7fbfdd313","019709d6-25bd-4000-988a-b4588b4e2ba5","169a85f4-d55a-40ae-813a-bb02e61d920e","e465dbbc-2f69-4bc9-89a0-8507d6f42c84","8cd16adc-b811-44e5-a7d4-8060004ded0c","c0b8b8c4-d3f7-45cc-bdef-e06ff9c643c1","6a60171b-77ff-4cfd-b5b0-6c73d29f85b5","89811e81-3d66-46df-866f-35f3a797c861","63897b24-cc86-4efc-b5b3-90b62257a5b1","62295d9e-31ea-47ba-9801-e9aef566c308","251ca83f-e0cf-4d48-80f4-47069f1eac4b","f8a71c95-7155-4b0b-a624-0449580dc2f4","5b4004b3-9d5d-4b55-9d39-dfc0ba9f3af9","0e9e9191-e1a7-4d47-b592-1c6d159b9089","fe29cd73-e0b1-4581-8922-8e262293f6df","228b0773-ffa1-41b0-8b52-a031ec6dd57a","fb3b81e9-9242-4f57-9d64-acbc0c350e4b","aaf86a5d-af65-4839-a7c8-6bf62af069d8","bd2351cd-22a1-48dd-a3d6-878f4f0598dc","710819c0-f258-41de-aa65-03ee3a80a3ea","ef164e28-6cfc-4bc2-8096-fabbf143bc6f","f82d658d-a3f0-4929-9ab6-81d7e73cc97d","3601253b-2dcd-4d91-abbe-d76a68ad21e2","cbcadb32-8c9f-4134-9076-abc2b993a55e","f2b33f07-a6b4-4edb-a291-924b8430390c","c77c5810-2b89-45fe-9a4d-64fdb0456f45","e9a96b4e-f4a1-40f2-a184-9ff0b397bcda","e69ceb6a-00e8-487c-9dad-791ec7db1fab","091ff6fe-b848-413e-b54a-db2268dea07f","b70c45d6-68c3-423c-b9bb-95fec9b3c804","8ce1560e-ba6f-4978-8b36-d0151674d901","bd7aa6c0-7b9a-474a-9bc3-a3cde122a5d8","37076ce0-2f00-48d6-b7fe-d433e79b5d50","31342e7c-71dc-4ee6-97b7-9e439846de2f","811caa35-c802-465e-ae82-71799d42ac39","eaf9c5a1-c453-4331-bbd0-ff1ca1487adb","1987e9a8-e750-4860-8a76-238cdae27b14","1ba7ab34-36f4-4996-b894-4854d89755b0","9d667376-0ace-4049-8463-3988e351e41b","4837c5a2-c74e-4a7f-84ae-a1906fe91563"],"benchmarkVersion":"4-data-integration-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mention coverageMention coverage · observed Sep 22, 2026, 12:00 AM UTC18.75 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7ce7c4bd-4951-443d-87a4-34707db586bb","f93f176f-5c88-4116-991a-976c8a62aade","24f5964f-bd26-43c4-b39f-7321214dc87c","877df6fd-4fe4-4218-ad4a-b062f9b2243d","a3491061-2e9f-4950-b9b0-b22d5045ea8b","355997c8-c95f-4f90-a8d1-892e532d5076","82bb7da5-36f9-4d8a-a980-d4ed27d3d062","e481535f-b02a-456f-a4df-c5914f65c14d","1af7065b-2487-402e-b884-2cb7fbfdd313","019709d6-25bd-4000-988a-b4588b4e2ba5","169a85f4-d55a-40ae-813a-bb02e61d920e","e465dbbc-2f69-4bc9-89a0-8507d6f42c84","8cd16adc-b811-44e5-a7d4-8060004ded0c","c0b8b8c4-d3f7-45cc-bdef-e06ff9c643c1","6a60171b-77ff-4cfd-b5b0-6c73d29f85b5","89811e81-3d66-46df-866f-35f3a797c861","63897b24-cc86-4efc-b5b3-90b62257a5b1","62295d9e-31ea-47ba-9801-e9aef566c308","251ca83f-e0cf-4d48-80f4-47069f1eac4b","f8a71c95-7155-4b0b-a624-0449580dc2f4","5b4004b3-9d5d-4b55-9d39-dfc0ba9f3af9","0e9e9191-e1a7-4d47-b592-1c6d159b9089","fe29cd73-e0b1-4581-8922-8e262293f6df","228b0773-ffa1-41b0-8b52-a031ec6dd57a","fb3b81e9-9242-4f57-9d64-acbc0c350e4b","aaf86a5d-af65-4839-a7c8-6bf62af069d8","bd2351cd-22a1-48dd-a3d6-878f4f0598dc","710819c0-f258-41de-aa65-03ee3a80a3ea","ef164e28-6cfc-4bc2-8096-fabbf143bc6f","f82d658d-a3f0-4929-9ab6-81d7e73cc97d","3601253b-2dcd-4d91-abbe-d76a68ad21e2","cbcadb32-8c9f-4134-9076-abc2b993a55e","f2b33f07-a6b4-4edb-a291-924b8430390c","c77c5810-2b89-45fe-9a4d-64fdb0456f45","e9a96b4e-f4a1-40f2-a184-9ff0b397bcda","e69ceb6a-00e8-487c-9dad-791ec7db1fab","091ff6fe-b848-413e-b54a-db2268dea07f","b70c45d6-68c3-423c-b9bb-95fec9b3c804","8ce1560e-ba6f-4978-8b36-d0151674d901","bd7aa6c0-7b9a-474a-9bc3-a3cde122a5d8","37076ce0-2f00-48d6-b7fe-d433e79b5d50","31342e7c-71dc-4ee6-97b7-9e439846de2f","811caa35-c802-465e-ae82-71799d42ac39","eaf9c5a1-c453-4331-bbd0-ff1ca1487adb","1987e9a8-e750-4860-8a76-238cdae27b14","1ba7ab34-36f4-4996-b894-4854d89755b0","9d667376-0ace-4049-8463-3988e351e41b","4837c5a2-c74e-4a7f-84ae-a1906fe91563"],"benchmarkVersion":"4-data-integration-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Reviewed-brand presence shareMention share · observed Sep 22, 2026, 12:00 AM UTC12.676 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Recommendation-prompt presenceRecommendation presence · observed Sep 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini citation shareGemini brand citation share · observed Sep 22, 2026, 12:00 AM UTC7.692 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini mention coverageGemini brand mention coverage · observed Sep 22, 2026, 12:00 AM UTC31.25 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini recommendation-prompt presenceGemini brand recommendation presence · observed Sep 22, 2026, 12:00 AM UTC62.5 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI citation shareOpenAI brand citation share · observed Sep 22, 2026, 12:00 AM UTC17.647 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI mention coverageOpenAI brand mention coverage · observed Sep 22, 2026, 12:00 AM UTC18.75 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI recommendation-prompt presenceOpenAI brand recommendation presence · observed Sep 22, 2026, 12:00 AM UTC25 percent100% confidence
- Source
- Rank.ai Data Integration Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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More in Data integration
Ingestion, ELT, CDC, integration, and data activation 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.