Category

Data & Analytics Software

This index adds up the scores of 22 questions: 19 across 3 subcategories and 3 about Data & Analytics Software as a whole. 323 brands are ranked.

Questions by subcategory

Edition
Nov 12, 2026
Methodology
v5.0
Panel
6 AI surfaces

AI Visibility Ranking

Brands ordered by GenRank score across this category and its subcategories.

#BrandScore
  1. 1Power BI762.4
  2. 2Tableau450.7
  3. 3Looker Studio333.6
  4. 4PostHog327.1
  5. 5Google Analytics 4298.4
  6. 6Metabase261.8
  7. 7Mixpanel232.7
  8. 8Amplitude222.3
  9. 9Zoho Analytics215.1
  10. 10Looker210.6
Show all 50
  1. 11Plausible175.6
  2. 12AWS SageMaker159.9
  3. 13Matomo158.8
  4. 14Azure Machine Learning152.4
  5. 15Excel148.0
  6. 16ThoughtSpot145.6
  7. 17Snowflake143.3
  8. 18Sheets140.4
  9. 19Databricks Lakehouse135.7
  10. 20Microsoft Clarity131.5
  11. 21KNIME Analytics Platform124.0
  12. 22Databricks119.6
  13. 23Fathom Analytics110.1
  14. 24Python109.9
  15. 25Qlik Sense109.2
  16. 26RunPod108.1
  17. 27Hotjar100.2
  18. 28Scikit-learn99.6
  19. 29Vertex AI98.4
  20. 30Statsig91.5
  21. 31Heap91.1
  22. 32Umami88.2
  23. 33Lambda Labs83.5
  24. 34Labelbox82.7
  25. 35Databox81.8
  26. 36Hugging Face81.6
  27. 37Qlik79.1
  28. 38Google BigQuery76.9
  29. 39Redshift74.2
  30. 40CoreWeave73.4
  31. 41Apache Superset73.1
  32. 42Google Colab72.7
  33. 43pandas71.2
  34. 44Google Cloud Platform70.1
  35. 45VWO68.4
  36. 46R67.5
  37. 47Optimizely65.1
  38. 48FullStory64.1
  39. 49Microsoft Fabric63.9
  40. 50Domo63.7

The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology

The questions behind this index

22

The questions, grouped by subcategory, each card with that category's top five brands. This index's ranking adds up the scores of every question grouped here.

Data & Analytics Software, general

3 questions

Most cited sources

Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.

Most cited sources
RankSourceCiting answers
1domo.com17
2toolradar.com15
3reddit.comcommunity14
4youtube.comsocial12
5amplitude.com10
6learn.microsoft.com9
7worldmetrics.org9
8gartner.com9
9posthog.com9
10cloud.google.comportal8