CVAT vs Label Studio:Which is searched more?
In September 2026, CVAT had more branded searches than Label Studio among data labelling platforms worldwide. CVAT had about 33,100 branded searches, while Label Studio had 22,200. CVAT made up 2.3% of all data labelling platform searches we track, and Label Studio accounted for 1.6%. These are worldwide searches for English-language branded terms.
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Is CVAT or Label Studio more popular in search?
Compare the platforms used to label training data. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time.
Share of searches by month for CVAT, Label Studio. The figures are in the table below the chart.
View monthly share of searches table
| Month | Appen | Roboflow | Scale AI | CVAT | Snorkel | Label Studio | Labelbox | Encord | SuperAnnotate |
|---|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 72.7% | 9.8% | 9.8% | 2.4% | 0.72% | 2% | 1.3% | 0.59% | 0.59% |
| Nov 2025 | 74% | 10% | 8.2% | 2.5% | 0.73% | 2% | 1.3% | 0.49% | 0.73% |
| Dec 2025 | 70.5% | 11.6% | 9.5% | 2.9% | 0.7% | 1.9% | 1.6% | 0.47% | 0.85% |
| Jan 2026 | 73.8% | 10% | 8.2% | 2.5% | 0.9% | 1.6% | 1.6% | 0.49% | 0.9% |
| Feb 2026 | 71% | 11.7% | 7.8% | 2.3% | 1.6% | 1.9% | 1.9% | 0.7% | 1.1% |
| Mar 2026 | 73.1% | 9.9% | 8.1% | 2.4% | 1.1% | 2% | 1.6% | 0.72% | 1.1% |
| Apr 2026 | 71.5% | 11.8% | 7.9% | 2.4% | 1.1% | 1.9% | 1.6% | 0.58% | 1.3% |
| May 2026 | 72.4% | 9.8% | 9.8% | 2.4% | 1.1% | 1.6% | 1.3% | 0.59% | 1.1% |
| Jun 2026 | 69.5% | 11.5% | 9.4% | 2.8% | 1.3% | 1.9% | 1.5% | 0.84% | 1.3% |
| Jul 2026 | 72.1% | 9.7% | 7.9% | 2.9% | 1.6% | 2% | 1.3% | 0.87% | 1.6% |
| Aug 2026 | 72.4% | 9.8% | 8% | 2.4% | 2.4% | 1.6% | 1.3% | 0.88% | 1.3% |
| Sep 2026 | 70.7% | 9.6% | 9.6% | 2.3% | 2.3% | 1.6% | 1.6% | 1.3% | 1% |
How has the CVAT and Label Studio comparison changed over the last 12 months?
3 findings
- CVAT was ahead of Label Studio in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, CVAT’s share of searches among data labelling platforms worldwide moved from 2.4% to 2.3%, and its estimated monthly branded searches moved from 40.5K to 33.1K.
- Across the 12 months ending September 2026, Label Studio’s share of searches among data labelling platforms worldwide moved from 2% to 1.6%, and its estimated monthly branded searches moved from 33.1K to 22.2K.
How did search popularity change for data labelling platforms worldwide in September 2026?
2 changes

Estimated monthly branded searches for Label Studio worldwide fell 32.9% over 12 measured months, from 33.1K to 22.2K in September 2026.

Estimated monthly branded searches for CVAT worldwide fell 18.3% over 12 measured months, from 40.5K to 33.1K in September 2026.
How are branded searches counted?
2 search terms
Brandwave collects information about searches that people make online using CVAT’s and Label Studio’s names. When viewed over time, estimated search volumes for these branded terms can be used to understand whether interest in the brands is growing, holding steady, or fading.
CVAT
1 branded search term
- cvat
Label Studio
1 branded search term
- label studio
Other head-to-heads among data labelling platforms

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