Brandwave

Roboflow vs Snorkel:Which is more popular?

In September 2026, Roboflow had more branded searches than Snorkel among data labelling platforms worldwide. Roboflow had about 135,000 branded searches, while Snorkel had 33,100. Roboflow made up 9.6% of all data labelling platform searches we track, and Snorkel accounted for 2.3%. When we asked ChatGPT and Google AI Overviews about data labelling platforms, Roboflow appeared in four of the five answers and Snorkel in none.

Among data labelling platforms worldwide in September 2026

Who do people search for more?

Roboflow, about 4 searches for every 1 for Snorkel

Roboflow 135K searchesSnorkel 33.1K searches

Who does AI mention more?

Roboflow, mentioned in 4 of 5 answers, Snorkel in 0

Roboflow in 4 of 5Snorkel in 0 of 5

Who does AI recommend more?

Roboflow, the only one of the two named

Roboflow first in 4Snorkel never named

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Top data labelling platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, Roboflow was mentioned in four out of five: in two of the three ChatGPT answers and in both Google AI Overviews. Snorkel did not appear in any of the five answers.

Most recommended by AI

Brands get a higher ranking if they are mentioned earlier in the answers.

  1. Label Studio1st
  2. Labelbox2nd
  3. CVAT3rd
  4. SuperAnnotate4th
  5. Encord5th
  6. Roboflow6th
  7. Scale AI7th
  8. Appen8th
  9. Snorkel–

Mentioned by AI

Each dot is one answer, filled in when that answer mentions the brand.

  • CVAT5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Label Studio5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Labelbox5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Roboflow4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Scale AI2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • Encord2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • SuperAnnotate2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Appen1 of 5Named in 0 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Snorkel0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers

See every answer about data labelling platforms

5 answers

Not named in any answer:

Brands are shown in the order each answer named them. The survey took place in the United States on October 20, 2026.

Is Roboflow or Snorkel more popular in search?

This chart shows how often people search Google for Roboflow and Snorkel by name. Each line represents a brand's share of searches for all nine data labelling platforms we track, month by month, from English-language searches worldwide.

Roboflow and Snorkel among data labelling platforms worldwide, by month

Share of searches by month for Roboflow, Snorkel. The figures are in the table below the chart.

View monthly share of searches table
MonthAppenRoboflowScale AICVATSnorkelLabel StudioLabelboxEncordSuperAnnotate
Oct 202572.7%9.8%9.8%2.4%0.72%2%1.3%0.59%0.59%
Nov 202574%10%8.2%2.5%0.73%2%1.3%0.49%0.73%
Dec 202570.5%11.6%9.5%2.9%0.7%1.9%1.6%0.47%0.85%
Jan 202673.8%10%8.2%2.5%0.9%1.6%1.6%0.49%0.9%
Feb 202671%11.7%7.8%2.3%1.6%1.9%1.9%0.7%1.1%
Mar 202673.1%9.9%8.1%2.4%1.1%2%1.6%0.72%1.1%
Apr 202671.5%11.8%7.9%2.4%1.1%1.9%1.6%0.58%1.3%
May 202672.4%9.8%9.8%2.4%1.1%1.6%1.3%0.59%1.1%
Jun 202669.5%11.5%9.4%2.8%1.3%1.9%1.5%0.84%1.3%
Jul 202672.1%9.7%7.9%2.9%1.6%2%1.3%0.87%1.6%
Aug 202672.4%9.8%8%2.4%2.4%1.6%1.3%0.88%1.3%
Sep 202670.7%9.6%9.6%2.3%2.3%1.6%1.6%1.3%1%

How has the Roboflow and Snorkel comparison changed over the last 12 months?

3 findings
  • Roboflow was ahead of Snorkel in every measured month of the 12 months ending September 2026.
  • Across the 12 months ending September 2026, Roboflow’s share of searches among data labelling platforms worldwide moved from 9.8% to 9.6%, and its estimated monthly branded searches moved from 165K to 135K.
  • Across the 12 months ending September 2026, Snorkel’s share of searches among data labelling platforms worldwide moved from 0.72% to 2.3%, and its estimated monthly branded searches moved from 12.1K to 33.1K.

How did search popularity change for data labelling platforms worldwide in September 2026?

2 changes
  1. Estimated monthly branded searches for Snorkel worldwide rose 173.6% over 12 measured months, from 12.1K to 33.1K in September 2026.

  2. Estimated monthly branded searches for Roboflow worldwide fell 18.2% over 12 measured months, from 165K to 135K in September 2026.

How are branded searches counted?

2 search terms

Brandwave collects information about searches that people make online using Roboflow’s and Snorkel’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.

Roboflow

1 branded search term

  • roboflow

Snorkel

1 branded search term

  • snorkel ai

How the Brand Demand Index is measured

Other head-to-heads among data labelling platforms

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