Brandwave

Scale AI vs Snorkel:Which is more popular by branded search?

In August 2026, Scale AI had more branded searches than Snorkel among data labelling platforms worldwide. Scale AI was estimated to have 110K branded searches compared to Snorkel’s 33.1K, and held a 9.3% Share of Search versus Snorkel’s 2.8%. These are worldwide searches for English-language branded terms.

Share of Search among data labelling platforms worldwide in August 2026Which is more popular in search, Scale AI or Snorkel?
Scale AI9.3%110K searches
vs
Snorkel2.8%33.1K searches

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Which is more popular in search, Scale AI or Snorkel?

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.

Scale AI and Snorkel among data labelling platforms worldwide, by month

Share of Search by month for Scale AI, Snorkel. The figures are in the table below the chart.

View monthly share of search table
MonthAppenScale AISnorkelLabelboxSuperAnnotate
Oct 202585.4%11.5%0.85%1.6%0.69%
Nov 202587.1%9.6%0.86%1.6%0.86%
Dec 202584.8%11.4%0.84%1.9%1%
Jan 202686.4%9.6%1%1.9%1%
Feb 202685.2%9.4%1.9%2.3%1.3%
Mar 202686%9.5%1.3%1.9%1.3%
Apr 202685.8%9.5%1.3%1.9%1.6%
May 202684.5%11.4%1.3%1.5%1.3%
Jun 202683.8%11.3%1.5%1.9%1.5%
Jul 202685.3%9.4%1.9%1.5%1.9%
Aug 202684.8%9.3%2.8%1.5%1.5%
Sep 2026—————

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

  • Scale AI was ahead of Snorkel in every measured month of the 11 months ending August 2026.
  • Across the 11 months ending August 2026, Scale AI’s estimated Share of Search among data labelling platforms worldwide moved from 11.5% to 9.3%, and its estimated monthly branded searches moved from 165K to 110K.
  • Across the 11 months ending August 2026, Snorkel’s estimated Share of Search among data labelling platforms worldwide moved from 0.85% to 2.8%, and its estimated monthly branded searches moved from 12.1K to 33.1K.

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

  1. In August 2026, Snorkel gained estimated Share of Search among data labelling platforms worldwide, from 1.9% to 2.8%.

  2. Scale AI’s estimated Share of Search among data labelling platforms worldwide has lost ground for 3 months in a row, from 11.4% to 9.3% in August 2026.

How each brand is measured

Brandwave collects information about searches that people make online using Scale AI’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.

Scale AI

1 branded search term

  • scale ai

Snorkel

1 branded search term

  • snorkel ai

How the Brand Demand Index is measured

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