Skip to content
Get my AI grade

Rank.ai Index

Most cited pages in data platforms answers

134 source pages ranked by how often AI answers cite them.
Recorded Sep 20, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

22.2%

youtube.com/watch ranks first

Cited answer coverage

134

Source pages ranked

Sep 20

Snapshot recorded

2026 · Rotating schedule

36

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 134 source pages by cited answer coverage

youtube.com/watch leads at 22.2%; the middle of the board sits at 2.8%.

Ahead of second place
16.7%
Held by the top three
8%
Middle of the board
2.8%
Below half the leader
133 of 134
Highest 22.2%Middle 2.8%
1. youtube.com/watch: 22.2%2. teradata.com/platform/open-table-formats: 5.6%3. definite.app/blog/data-warehouse-for-startups: 5.6%4. flexera.com/blog/finops/databricks-sql-warehouse-types/: 5.6%5. solved.scality.com/total-cost-ownership-data-storage/: 5.6%6. datalakehousehub.com/blog/2025-09-ultimate-guide-to-open-table-formats: 5.6%7. dremio.com/newsroom/the-architects-guide-to-open-table-formats-and-object-storage/: 5.6%8. mimacom.com/learning-hub/data-streaming-tools: 5.6%9. onehouse.ai/blog/open-table-formats-and-the-open-data-lakehouse-in-perspective: 5.6%10. arxiv.org/html/2409.01388v2: 2.8%11. databricks.com/blog/open-table-formats: 2.8%12. docs.databricks.com/aws/en/compute/sql-warehouse/warehouse-behavior: 2.8%13. elvenite.se/en/articles/what-are-the-best-modern-data-platforms-in-2026/: 2.8%14. ibm.com/products/watsonx-data/real-time-operational-data: 2.8%15. ibm.com/think/topics/data-streaming-platform: 2.8%16. ibm.com/think/topics/total-cost-of-ownership: 2.8%17. ibm.com/think/topics/vector-database: 2.8%18. larksuite.com/en_us/blog/data-analytics-platform: 2.8%19. linkedin.com/posts/modak_is-siloed-governance-crippling-your-multi-cloud-activity-7336391393663250432-beNc: 2.8%20. mlconference.ai/blog/data-lakehouse-databricks-ml-performance/: 2.8%21. plotstudio.ai/articles/data-platform-examples: 2.8%22. rank.ai/boards/data-platforms-prompt-volatility: 2.8%23. rank.ai/prompts/data-platform-pricing-total-cost: 2.8%24. reddit.com/r/dataengineering/comments/1cz3m7f/how_are_we_feeling_about_lakehouse_solutions/: 2.8%25. snowflake.com/en/blog/snowflake-challenge-concurrent-load-and-query/: 2.8%26. stackable.tech/en/blog/how-do-you-assess-data-platform-migration-complexity/: 2.8%27. striim.com/blog/data-streaming-platforms-for-real-time-analytics-and-integration/: 2.8%28. aerospike.com/blog/cloud-egress-costs-explained/: 2.8%29. atscale.com/blog/best-data-governance-tools/: 2.8%30. aws.amazon.com/what-is/real-time-data-streaming/: 2.8%31. clickhouse.com/resources/engineering/top-5-cloud-data-warehouses: 2.8%32. confluent.io/blog/choosing-a-data-streaming-platform-and-stream-processing-engine/: 2.8%33. couchbase.com/blog/vector-database-use-cases-2/: 2.8%34. databricks.com/product/data-lakehouse: 2.8%35. dremio.com/blog/enterprise-data-platforms/: 2.8%36. everpuredata.com/knowledge/what-is-total-cost-of-ownership.html: 2.8%37. in-com.com/blog/enterprise-big-data-tools-for-process-critical-analytics-governance-and-execution-insight/: 2.8%38. medium.com/dublo-tech/a-simple-yet-effective-data-platform-for-small-and-mid-size-businesses-568a6e1d57dd: 2.8%39. montecarlo.ai/blog-data-migration-risks-checklist: 2.8%40. motherduck.com/learn/cloud-data-warehouse-startup-guide/: 2.8%41. quora.com/How-does-Snowflake-s-architecture-enable-seamless-scaling-and-performance-isolation-for-multiple-concurrent-workloads-and-what-scenarios-might-still-impact-query-performance-despite-these-features: 2.8%42. reddit.com/r/AI_Agents/comments/1jxq0tv/are_vector_databases_really_necessary_for_ai/: 2.8%43. researchgate.net/publication/399425664_A_Comparative_Performance_Metadata_Study_of_Open_Table_Formats_Iceberg_vs_Delta_vs_Hudi_at_Scale: 2.8%44. rudderstack.com/blog/cloud-data-platform/: 2.8%45. secoda.co/learn/what-is-databricks-unity-catalog: 2.8%46. couchbase.com/blog/data-migration-strategy/: 2.8%47. databricks.com/discover/data-governance: 2.8%48. dremio.com/blog/top-data-lakehouse-tools/: 2.8%49. fin.ai/research/do-you-really-need-a-vector-search-database/: 2.8%50. groundcover.com/learn/cost-optimization/data-egress-costs: 2.8%51. medium.com/@sportsworldalltypes/designing-data-platforms-for-high-concurrency-analytics-workloads-5ffbc5db96d1: 2.8%52. medium.com/@zilliz_learn/what-is-a-vector-lakebase-352ce8fcbba0: 2.8%53. ovaledge.com/blog/cloud-data-warehouse-solutions: 2.8%54. quicklaunchanalytics.com/bi-blog/how-the-data-lakehouse-powers-ai/: 2.8%55. reddit.com/r/dataengineering/comments/wa6rks/which_datawarehouse_elt_tool_is_best_and/: 2.8%56. reply.com/valorem-reply/en/resources/insights/blog/top-data-governance-tools-you-should-know: 2.8%57. rilldata.com/blog/the-open-table-format-revolution-why-hyperscalers-are-betting-on-managed-iceberg: 2.8%58. scalecomputing.com/total-cost-of-ownership-tco-calculator: 2.8%59. snowflake.com/en/blog/engineering/interactive-analytics-major-updates/: 2.8%60. striim.com/blog/what-is-stream-processing/: 2.8%61. transcend.io/blog/the-best-frameworks-for-ai-data-readiness: 2.8%62. blog.twingdata.com/p/the-real-cost-of-redshift-warehousing: 2.8%63. boomi.com/blog/data-migration-types/: 2.8%64. cloud.google.com/discover/what-is-a-data-lakehouse: 2.8%65. community.databricks.com/t5/data-engineering/databricks-serverless-costs/td-p/159959: 2.8%66. confluent.io/learn/event-processing/: 2.8%67. facebook.com/groups/NewZealandtechstartups/posts/3617524121692745/: 2.8%68. lumenalta.com/insights/the-total-cost-of-ownership-of-an-enterprise-data-platform: 2.8%69. maculasys.com/post/unlocking-the-power-of-data-a-review-of-the-leading-data-governance-tools: 2.8%70. montecarlo.ai/blog-top-data-lake-vendors: 2.8%71. motherduck.com/learn/best-columnar-databases-2026/: 2.8%72. motherduck.com/learn/data-warehouse-tco/: 2.8%73. ovaledge.com/blog/data-access-governance-tools/: 2.8%74. rank.ai/prompts/open-table-formats-data-lake: 2.8%75. research.com/software/data-analytics-software-for-startups: 2.8%76. snowflake.com/en/why-snowflake/what-is-data-cloud/data-cloud-capabilities/: 2.8%77. unitrends.com/blog/data-egress/: 2.8%78. velodb.io/blog/best-real-time-analytics-platforms: 2.8%79. zilliz.com/blog/vector-lakebase-ai-data-silo: 2.8%80. alatech.medium.com/my-rant-on-cloud-egress-transfer-costs-77e94f0f594a: 2.8%81. arxiv.org/html/2307.12479v2: 2.8%82. athena-solutions.com/unlocking-scalable-ai-the-power-of-data-lakehouse/: 2.8%83. cratedb.com/data/ai-database: 2.8%84. fortegrp.com/insights/best-cloud-data-warehouse: 2.8%85. gartner.com/reviews/market/data-lakehouse-platforms: 2.8%86. gartner.com/reviews/market/event-stream-processing: 2.8%87. incorta.com/blog/understanding-total-cost-of-ownership-tco-for-data-delivery-platforms--and-how-incorta-lowers-it: 2.8%88. linkedin.com/posts/sohansethi_heres-are-the-top-7-data-platforms-every-activity-7452354925050691585-PBcy: 2.8%89. motherduck.com/blog/open-lakehouse-stack-duckdb-table-formats/: 2.8%90. pinecone.io/learn/vector-database/: 2.8%91. privacera.com/blog/cloud-data-governance-enabling-secure-analytics-without-sacrificing-security-or-compliance/: 2.8%92. reddit.com/r/databricks/comments/1q76mrn/serverless_sql_is_3x_more_expensive_than/: 2.8%93. reddit.com/r/dataengineering/comments/1dikvtd/advice_need_on_opensource_realtime_data_streaming/: 2.8%94. usercentrics.com/knowledge-hub/data-governance-tools/: 2.8%95. aimagazine.com/top10/top-10-vector-databases-for-ai: 2.8%96. blog.dreamfactory.com/the-rise-of-open-table-formats: 2.8%97. cyberhaven.com/infosec-essentials/cloud-data-governance: 2.8%98. domo.com/fr/learn/article/data-governance-tools: 2.8%99. dremio.com/blog/data-warehouse-cost/: 2.8%100. ispirer.com/blog/top-business-databases: 2.8%101. learn.microsoft.com/en-us/azure/azure-sql/database/serverless-tier-overview: 2.8%102. linkedin.com/posts/deeparajaram_ai-datamodeling-machinelearning-activity-7368794907420880896-73JG: 2.8%103. oracle.com/cloud/data-egress-costs/: 2.8%104. revefi.com/blog/databricks-pricing-guide: 2.8%105. sas.com/en_us/software/event-stream-processing.html: 2.8%106. singlestore.com/media-hub/releases/singlestore-announces-real-time-data-platform-to-further-accelerate-ai-analytics-and-application-development/: 2.8%107. tinybird.co/blog/managed-data-platforms: 2.8%108. tinybird.co/blog/real-time-streaming-data-architectures-that-scale: 2.8%109. vardhmanandroid2015.medium.com/modern-data-lakehouse-in-2026-from-open-source-foundations-to-databricks-snowflake-microsoft-5fd6970d35a0: 2.8%110. article.sapub.org/10.5923.j.computer.20251506.05.html: 2.8%111. aws.amazon.com/marketplace/build-learn/vector-databases-for-ai: 2.8%112. databricks.com/blog/why-apache-spark-real-time-mode-game-changer-ad-attribution: 2.8%113. dbvis.com/thetable/best-sql-clients-for-startups-in-2026-complete-comparison/: 2.8%114. docs.aws.amazon.com/redshift/latest/mgmt/serverless-capacity.html: 2.8%115. domo.com/learn/article/best-data-warehouse-platforms: 2.8%116. hbs.net/blog/cloud-egress-fees: 2.8%117. lifebit.ai/blog/data-lakehouse-best-practices/: 2.8%118. nops.io/blog/cloud-total-cost-of-ownership/: 2.8%119. ovaledge.com/blog/enterprise-data-warehouse: 2.8%120. spice.ai/blog/operationalizing-amazon-s3-for-ai: 2.8%121. athena-solutions.com/implementing-a-data-lakehouse-best-practices/: 2.8%122. firebolt.io/glossary-items/data-lakehouse: 2.8%123. insider.govtech.com/california/sponsored/why-cloud-data-governance-is-critical-9-key-principles: 2.8%124. lumenalta.com/insights/a-guide-to-real-time-data-platforms-in-2026: 2.8%125. motherduck.com/learn/top-10-data-warehouse-platforms-2026/: 2.8%126. reddit.com/r/MicrosoftFabric/comments/1miv9ht/fabrics_data_movement_costs_are_outrageous/: 2.8%127. silk.us/: 2.8%128. vastdata.com/blog/operationalizing-enterprise-ai-with-real-time-pipelines-and-vector-search: 2.8%129. cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.html: 2.8%130. dualitytech.com/blog/9-secure-data-sharing-strategies/: 2.8%131. learn.microsoft.com/en-us/azure/event-hubs/event-hubs-about: 2.8%132. min.io/learn/open-table-format: 2.8%133. pingcap.com/compare/best-database-building-ai-apps/: 2.8%134. rank.ai/entities/data-platforms-prompt-best-serverless-data-warehouse: 2.8%
Rank 1One bar per published rowRank 134

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

page cited answer: 1 on 125 of 134 rows · page engine breadth: 1 on 126 of 134 rows · 36 checks behind each row.

Most cited pages in data platforms answers current rankings
RankNameCited answer coveragePage best positionPage mean positionChangeWhy
01youtube.com/watch22.2%14 This rank
02teradata.com/platform/open-table-formats5.6%11.5 9This rank
03definite.app/blog/data-warehouse-for-startups5.6%12—This rank
04flexera.com/blog/finops/databricks-sql-warehouse-types/5.6%23.5 8This rank
05solved.scality.com/total-cost-ownership-data-storage/5.6%34.5 37This rank
06datalakehousehub.com/blog/2025-09-ultimate-guide-to-open-table-formats5.6%35—This rank
07dremio.com/newsroom/the-architects-guide-to-open-table-formats-and-object-storage/5.6%45 1This rank
08mimacom.com/learning-hub/data-streaming-tools5.6%36.5 48This rank
09onehouse.ai/blog/open-table-formats-and-the-open-data-lakehouse-in-perspective5.6%77.5 6This rank
10arxiv.org/html/2409.01388v22.8%11—This rank
11databricks.com/blog/open-table-formats2.8%11—This rank
12docs.databricks.com/aws/en/compute/sql-warehouse/warehouse-behavior2.8%11—This rank
13elvenite.se/en/articles/what-are-the-best-modern-data-platforms-in-2026/2.8%11—This rank
14ibm.com/products/watsonx-data/real-time-operational-data2.8%11 5This rank
15ibm.com/think/topics/data-streaming-platform2.8%11—This rank
16ibm.com/think/topics/total-cost-of-ownership2.8%11—This rank
17ibm.com/think/topics/vector-database2.8%11—This rank
18larksuite.com/en_us/blog/data-analytics-platform2.8%11—This rank
19linkedin.com/posts/modak_is-siloed-governance-crippling-your-multi-cloud-activity-7336391393663250432-beNc2.8%11—This rank
20mlconference.ai/blog/data-lakehouse-databricks-ml-performance/2.8%11 17This rank
21plotstudio.ai/articles/data-platform-examples2.8%11—This rank
22rank.ai/boards/data-platforms-prompt-volatility2.8%11—This rank
23rank.ai/prompts/data-platform-pricing-total-cost2.8%11—This rank
24reddit.com/r/dataengineering/comments/1cz3m7f/how_are_we_feeling_about_lakehouse_solutions/2.8%11—This rank
25snowflake.com/en/blog/snowflake-challenge-concurrent-load-and-query/2.8%11—This rank
26stackable.tech/en/blog/how-do-you-assess-data-platform-migration-complexity/2.8%11 2This rank
27striim.com/blog/data-streaming-platforms-for-real-time-analytics-and-integration/2.8%11 2This rank
28aerospike.com/blog/cloud-egress-costs-explained/2.8%22—This rank
29atscale.com/blog/best-data-governance-tools/2.8%22—This rank
30aws.amazon.com/what-is/real-time-data-streaming/2.8%22—This rank
31clickhouse.com/resources/engineering/top-5-cloud-data-warehouses2.8%22—This rank
32confluent.io/blog/choosing-a-data-streaming-platform-and-stream-processing-engine/2.8%22—This rank
33couchbase.com/blog/vector-database-use-cases-2/2.8%22—This rank
34databricks.com/product/data-lakehouse2.8%22 17This rank
35dremio.com/blog/enterprise-data-platforms/2.8%22—This rank
36everpuredata.com/knowledge/what-is-total-cost-of-ownership.html2.8%22—This rank
37in-com.com/blog/enterprise-big-data-tools-for-process-critical-analytics-governance-and-execution-insight/2.8%22—This rank
38medium.com/dublo-tech/a-simple-yet-effective-data-platform-for-small-and-mid-size-businesses-568a6e1d57dd2.8%22 58This rank
39montecarlo.ai/blog-data-migration-risks-checklist2.8%22—This rank
40motherduck.com/learn/cloud-data-warehouse-startup-guide/2.8%22 17This rank
41quora.com/How-does-Snowflake-s-architecture-enable-seamless-scaling-and-performance-isolation-for-multiple-concurrent-workloads-and-what-scenarios-might-still-impact-query-performance-despite-these-features2.8%22—This rank
42reddit.com/r/AI_Agents/comments/1jxq0tv/are_vector_databases_really_necessary_for_ai/2.8%22—This rank
43researchgate.net/publication/399425664_A_Comparative_Performance_Metadata_Study_of_Open_Table_Formats_Iceberg_vs_Delta_vs_Hudi_at_Scale2.8%22—This rank
44rudderstack.com/blog/cloud-data-platform/2.8%22—This rank
45secoda.co/learn/what-is-databricks-unity-catalog2.8%22—This rank
46couchbase.com/blog/data-migration-strategy/2.8%33—This rank
47databricks.com/discover/data-governance2.8%33—This rank
48dremio.com/blog/top-data-lakehouse-tools/2.8%33—This rank
49fin.ai/research/do-you-really-need-a-vector-search-database/2.8%33—This rank
50groundcover.com/learn/cost-optimization/data-egress-costs2.8%33—This rank
51medium.com/@sportsworldalltypes/designing-data-platforms-for-high-concurrency-analytics-workloads-5ffbc5db96d12.8%33—This rank
52medium.com/@zilliz_learn/what-is-a-vector-lakebase-352ce8fcbba02.8%33 30This rank
53ovaledge.com/blog/cloud-data-warehouse-solutions2.8%33 53This rank
54quicklaunchanalytics.com/bi-blog/how-the-data-lakehouse-powers-ai/2.8%33—This rank
55reddit.com/r/dataengineering/comments/wa6rks/which_datawarehouse_elt_tool_is_best_and/2.8%33—This rank
56reply.com/valorem-reply/en/resources/insights/blog/top-data-governance-tools-you-should-know2.8%33 46This rank
57rilldata.com/blog/the-open-table-format-revolution-why-hyperscalers-are-betting-on-managed-iceberg2.8%33—This rank
58scalecomputing.com/total-cost-of-ownership-tco-calculator2.8%33—This rank
59snowflake.com/en/blog/engineering/interactive-analytics-major-updates/2.8%33—This rank
60striim.com/blog/what-is-stream-processing/2.8%33—This rank
61transcend.io/blog/the-best-frameworks-for-ai-data-readiness2.8%33—This rank
62blog.twingdata.com/p/the-real-cost-of-redshift-warehousing2.8%44 1This rank
63boomi.com/blog/data-migration-types/2.8%44—This rank
64cloud.google.com/discover/what-is-a-data-lakehouse2.8%44 39This rank
65community.databricks.com/t5/data-engineering/databricks-serverless-costs/td-p/1599592.8%44—This rank
66confluent.io/learn/event-processing/2.8%44 2This rank
67facebook.com/groups/NewZealandtechstartups/posts/3617524121692745/2.8%44—This rank
68lumenalta.com/insights/the-total-cost-of-ownership-of-an-enterprise-data-platform2.8%44 48This rank
69maculasys.com/post/unlocking-the-power-of-data-a-review-of-the-leading-data-governance-tools2.8%44—This rank
70montecarlo.ai/blog-top-data-lake-vendors2.8%44—This rank
71motherduck.com/learn/best-columnar-databases-2026/2.8%44—This rank
72motherduck.com/learn/data-warehouse-tco/2.8%44 65This rank
73ovaledge.com/blog/data-access-governance-tools/2.8%44 69This rank
74rank.ai/prompts/open-table-formats-data-lake2.8%44 33This rank
75research.com/software/data-analytics-software-for-startups2.8%44 3This rank
76snowflake.com/en/why-snowflake/what-is-data-cloud/data-cloud-capabilities/2.8%44—This rank
77unitrends.com/blog/data-egress/2.8%44—This rank
78velodb.io/blog/best-real-time-analytics-platforms2.8%44—This rank
79zilliz.com/blog/vector-lakebase-ai-data-silo2.8%44 20This rank
80alatech.medium.com/my-rant-on-cloud-egress-transfer-costs-77e94f0f594a2.8%55—This rank
81arxiv.org/html/2307.12479v22.8%55—This rank
82athena-solutions.com/unlocking-scalable-ai-the-power-of-data-lakehouse/2.8%55 7This rank
83cratedb.com/data/ai-database2.8%55—This rank
84fortegrp.com/insights/best-cloud-data-warehouse2.8%55 9This rank
85gartner.com/reviews/market/data-lakehouse-platforms2.8%55 9This rank
86gartner.com/reviews/market/event-stream-processing2.8%55 77This rank
87incorta.com/blog/understanding-total-cost-of-ownership-tco-for-data-delivery-platforms--and-how-incorta-lowers-it2.8%55—This rank
88linkedin.com/posts/sohansethi_heres-are-the-top-7-data-platforms-every-activity-7452354925050691585-PBcy2.8%55 33This rank
89motherduck.com/blog/open-lakehouse-stack-duckdb-table-formats/2.8%55—This rank
90pinecone.io/learn/vector-database/2.8%55—This rank
91privacera.com/blog/cloud-data-governance-enabling-secure-analytics-without-sacrificing-security-or-compliance/2.8%55—This rank
92reddit.com/r/databricks/comments/1q76mrn/serverless_sql_is_3x_more_expensive_than/2.8%55 21This rank
93reddit.com/r/dataengineering/comments/1dikvtd/advice_need_on_opensource_realtime_data_streaming/2.8%55—This rank
94usercentrics.com/knowledge-hub/data-governance-tools/2.8%55 89This rank
95aimagazine.com/top10/top-10-vector-databases-for-ai2.8%66—This rank
96blog.dreamfactory.com/the-rise-of-open-table-formats2.8%66 6This rank
97cyberhaven.com/infosec-essentials/cloud-data-governance2.8%66—This rank
98domo.com/fr/learn/article/data-governance-tools2.8%66—This rank
99dremio.com/blog/data-warehouse-cost/2.8%66 97This rank
100ispirer.com/blog/top-business-databases2.8%66—Showing
101learn.microsoft.com/en-us/azure/azure-sql/database/serverless-tier-overview2.8%66—This rank
102linkedin.com/posts/deeparajaram_ai-datamodeling-machinelearning-activity-7368794907420880896-73JG2.8%66—This rank
103oracle.com/cloud/data-egress-costs/2.8%66—This rank
104revefi.com/blog/databricks-pricing-guide2.8%66 7This rank
105sas.com/en_us/software/event-stream-processing.html2.8%66 66This rank
106singlestore.com/media-hub/releases/singlestore-announces-real-time-data-platform-to-further-accelerate-ai-analytics-and-application-development/2.8%66 65This rank
107tinybird.co/blog/managed-data-platforms2.8%66—This rank
108tinybird.co/blog/real-time-streaming-data-architectures-that-scale2.8%66—This rank
109vardhmanandroid2015.medium.com/modern-data-lakehouse-in-2026-from-open-source-foundations-to-databricks-snowflake-microsoft-5fd6970d35a02.8%66—This rank
110article.sapub.org/10.5923.j.computer.20251506.05.html2.8%77 10This rank
111aws.amazon.com/marketplace/build-learn/vector-databases-for-ai2.8%77—This rank
112databricks.com/blog/why-apache-spark-real-time-mode-game-changer-ad-attribution2.8%77—This rank
113dbvis.com/thetable/best-sql-clients-for-startups-in-2026-complete-comparison/2.8%77—This rank
114docs.aws.amazon.com/redshift/latest/mgmt/serverless-capacity.html2.8%77—This rank
115domo.com/learn/article/best-data-warehouse-platforms2.8%77 37This rank
116hbs.net/blog/cloud-egress-fees2.8%77—This rank
117lifebit.ai/blog/data-lakehouse-best-practices/2.8%77—This rank
118nops.io/blog/cloud-total-cost-of-ownership/2.8%77—This rank
119ovaledge.com/blog/enterprise-data-warehouse2.8%77 95This rank
120spice.ai/blog/operationalizing-amazon-s3-for-ai2.8%77—This rank
121athena-solutions.com/implementing-a-data-lakehouse-best-practices/2.8%88—This rank
122firebolt.io/glossary-items/data-lakehouse2.8%88—This rank
123insider.govtech.com/california/sponsored/why-cloud-data-governance-is-critical-9-key-principles2.8%88—This rank
124lumenalta.com/insights/a-guide-to-real-time-data-platforms-in-20262.8%88—This rank
125motherduck.com/learn/top-10-data-warehouse-platforms-2026/2.8%88 9This rank
126reddit.com/r/MicrosoftFabric/comments/1miv9ht/fabrics_data_movement_costs_are_outrageous/2.8%88—This rank
127silk.us/2.8%88—This rank
128vastdata.com/blog/operationalizing-enterprise-ai-with-real-time-pipelines-and-vector-search2.8%88 4This rank
129cloudera.com/blog/business/the-future-delivered-today-the-ai-powered-data-lakehouse.html2.8%99 81This rank
130dualitytech.com/blog/9-secure-data-sharing-strategies/2.8%99—This rank
131learn.microsoft.com/en-us/azure/event-hubs/event-hubs-about2.8%99—This rank
132min.io/learn/open-table-format2.8%99 75This rank
133pingcap.com/compare/best-database-building-ai-apps/2.8%99 16This rank
134rank.ai/entities/data-platforms-prompt-best-serverless-data-warehouse2.8%99—This rank

Why this rank

ispirer.com/blog/top-business-databases on Most-cited pages in Data Platforms answers

Snapshot of Sep 20, 2026, 12:00 AM UTC · Link to this snapshot

Some explanation inputs are unavailable. Not published: the evidence frozen with this snapshot, comparable prior ranking.

Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.

100

Rank on this board

2.778 percent

Score

36

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of ispirer.com/blog/top-business-databases's score
ComponentValueContribution
Page answer coverage2.7777782.778

New in this snapshot

No change in rank

entity_not_ranked_in_prior_snapshot

No component moved since the previous snapshot.

Where each number comes from

7 public records
  • Cited-answer coveragePage answer coverage · observed Sep 20, 2026, 12:00 AM UTC2.778 percent100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Best citation positionPage best position · observed Sep 20, 2026, 12:00 AM UTC6 position100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cited answersPage cited answer · observed Sep 20, 2026, 12:00 AM UTC1 answers100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Engine breadthPage engine breadth · observed Sep 20, 2026, 12:00 AM UTC1 engines100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Mean citation positionPage mean position · observed Sep 20, 2026, 12:00 AM UTC6 position100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Median citation positionPage median position · observed Sep 20, 2026, 12:00 AM UTC6 position100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Prompt breadthPage prompt breadth · observed Sep 20, 2026, 12:00 AM UTC1 prompts100% confidence
    Source
    Rank.ai Data Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["360885b6-888c-4b84-b234-d98f3fbb248d","c72e77cb-1a63-447c-8ddb-8a30e3ebeb15","29e083f8-ff77-403d-9fd6-dcb93a67968b","5967da8a-0bb3-4c6f-ac82-cfabf774acc3","1686db53-6be4-4b90-9eb2-3f7df9f68389","3ab75670-79be-492c-8c80-f821ab00da2e","f898d076-6a23-4b06-a14d-de866de2c86d","8e361cdf-daa2-49f0-b643-4a410e8d9ae8","4e012623-ba28-4686-9f7a-34e82b1ea929","0fc840b7-d1d9-4960-a465-9562aaef8e2b","d1e24599-d01f-4cf1-9263-cd5515f38ab5","03f9920c-2ce4-4d67-81d9-05c625ff1862","d4751102-3faa-4eb3-8e1b-47e89eaa9862","20988919-d331-4cb0-aa13-d89105ae8016","d217cf56-b58d-4e4b-abac-50b32e68745f","cad206cd-350f-47d4-b557-57e66c7d5a31","2876054a-d15d-4059-a32c-6ae11c717ae2","19dfa956-fb61-4d80-a20c-1fe42303e16c","692ec6b6-0fd2-4b69-84a5-38cd27799136","7de9d72b-4ee1-404b-870c-063835484001","d02e5cd9-2619-4dc3-9c2a-72770f8e085f","49e1169c-302e-4ba4-bd55-41d52ba81405","9250031e-c201-4d08-97df-6574d8aadc0a","ea86f3b0-b5e5-47cd-9ce2-bddc28493fbc","78b36eae-87c4-4e87-a962-eafe0857dee8","41f14ffa-0bac-41b4-9607-44faa10247f0","5f7cd97b-9ac4-4cee-be99-6f1de1b79cec","2276f5fb-99ae-4ced-b55d-49e19fc85bff","3051fdf0-02e7-45ce-bb05-669043d3f24e","c29edf74-1c49-40c8-883d-2bb5cabfb3c8","75363fb3-42d1-49b3-a5f2-6bfdfe8186f7","39f5fc8b-c9e3-46b8-b73a-f2e293cd0ce7","c9a5dcc9-0dbb-46c0-81eb-228e08235345","8db98431-8234-49e2-a380-d6db57d3f86f","dec78d6b-790f-43a5-94f4-616cebd10345","521e6c4d-b5ac-48c7-ab12-2cdfd7e7032f"],"benchmarkVersion":"4-data-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open the source
Public Data Platforms cited-page visibility, version 1-parent-973ba1005aa91ec7938 observations · 1 source · quality passed
Snapshot
d67a7e44-e49f-4a58-8216-cc2f76786c4a
Data hash
133ed34d70a5080d1abfc73cb9d4f9e313a98951b07fcccb4f0a2755f429fdae
Method hash
73fee3dd2873f53152c5dcbef333d52a254632aca9f26aea485be04976037278

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 page.