What are the best data labeling platforms?
AI Visibility Ranking
Brands ordered by GenRank score for this question.
DirectionalQuestion-level figures rest on at most 6 answers per brand, so treat them as direction, not a verdict; the category ranking is the number to judge by. Scores are for the week of 2026-11-08.
| Rank | Brand | Named by | Score |
|---|---|---|---|
| 1 | Labelbox | 6/6 | 82.7 |
| 2 | Scale AI (product) | 4/6 | 60.2 |
| 3 | CVAT | 6/6 | 59.1 |
| 4 | SuperAnnotate | 5/6 | 54.9 |
| 5 | Roboflow | 5/6 | 54.7 |
| 6 | Label Studio (by Heartex) | 4/6 | 52.8 |
| 7 | Encord | 5/6 | 45.2 |
| 8 | V7 (V7 Darwin) | 4/6 | 31.6 |
| 9 | Appen | 2/6 | 25.8 |
| 10 | Prodigy (by Explosion / spaCy) | 2/6 | 17.6 |
Sources these answers cited
The sites each surface's answer cited this week. The logos are the surfaces that cited the site.
| Source | Cited by |
|---|---|
| encord.comencord.com |     4 surfaces |
| roboflow.comroboflow.com | 3 surfaces |
| humansintheloop.orghumansintheloop.org |  2 surfaces |
| reddit.comcommunity · reddit.com | 2 surfaces |
| searcheye.ioData Labeling Platforms in 2026: 6 Top Picks | SearchEye | 2 surfaces |
| superannotate.comsuperannotate.com | 2 surfaces |
| unidata.prounidata.pro | 2 surfaces |
| worldmetrics.orgTop 10 Best Data Annotation Software | Ranked for 2026 | 2 surfaces |
| aimagazine.comTop 10: Data Labelling Tools | AI Magazine | 1 surfaces |
| aimultiple.comTop 15 Training Data Platforms | 1 surfaces |
| averroes.aiTop 9 Data Labeling Tools & Software (2026) | 1 surfaces |
| cleverx.comcleverx.com | 1 surfaces |
18 more
Rank trend
Rank trends are drawn once two weekly editions under the same methodology exist. Only the first edition is in so far.