AI Data Curation and Dataset Versioning AI Search Visibility Rankings

Public AI visibility report for AI Data Curation and Dataset Versioning companies

7 brands rankedUpdated Jul 31, 2026

Live category snapshot

30-day State of AI Search for AI Data Curation and Dataset Versioning

A tactical view of the current category: which surfaces were cited in the last 30 days, which brands lead the current public benchmark, and where content teams should strengthen proof before the broader market narrative gets set elsewhere.

Updated Aug 2, 2026 · last 30 days

Read the full benchmark

Citation records

3,089

456 cited domains

Top-3 citation share

41.3%

Share of citations in the first three source positions

Leading surface

Blog post

Most-cited content type in this category

Leading source class

Company and commercial sources

Where answer engines are finding evidence

Current benchmark leaders

#1lakeFS29.6%
#2Encord7.2%
#3Voxel514.0%
#4Roboflow2.4%
#5Activeloop0.8%

Content surfaces cited

Blog post33.9%
Best-tools list17.1%
Documentation16.9%
Article10.5%
Product page7.0%

Platform citation activity

Perplexity
100 executions
9.60
citations/test
Bing Copilot
100 executions
6.29
citations/test
ChatGPT Search
100 executions
5.16
citations/test
Gemini Search
100 executions
3.94
citations/test
Google AI Mode
99 executions
2.96
citations/test

Source classes

Company and commercial sources66.6%
Community sources8.9%
Reference and documentation sources8.4%
Editorial sources7.1%
Educational sources3.3%
Other2.2%

Top cited domains

lakefs.io230
dvc.org137
reddit.com120
lightly.ai94
docs.lakefs.io87
medium.com86
encord.com85
averroes.ai53

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