Brandwave

Comet vs MLflow:Which is more popular by branded search?

In August 2026, MLflow had more branded searches than Comet among experiment tracking platforms worldwide. MLflow was estimated to have 49.5K branded searches compared to Comet’s 1K, and held a 10.5% Share of Search versus Comet’s 0.21%. These are worldwide searches for English-language branded terms.

Share of Search among experiment tracking platforms worldwide in August 2026Which is more popular in search, Comet or MLflow?
Comet0.21%1K searches
vs
MLflow10.5%49.5K searches

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Which is more popular in search, Comet or MLflow?

Compare the experiment tracking platforms engineering teams rely on. 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.

Comet and MLflow among experiment tracking platforms worldwide, by month

Share of Search by month for MLflow, Comet. The figures are in the table below the chart.

View monthly share of search table
MonthDVCWeights & BiasesMLflowNeptuneCometClearML
Oct 202571.5%15.5%11.8%0.47%0.56%0.19%
Nov 202567.3%17.9%13.5%0.54%0.54%0.22%
Dec 202572.4%15%9.7%2.4%0.37%0.17%
Jan 202677.3%13.1%8.5%0.5%0.41%0.15%
Feb 202675.4%13.4%10.1%0.49%0.39%0.18%
Mar 202671.5%15.5%11.8%0.56%0.47%0.19%
Apr 202669.9%17.7%11.5%0.36%0.36%0.17%
May 202673.9%15.3%9.9%0.32%0.32%0.18%
Jun 202671.7%15.5%11.8%0.45%0.31%0.21%
Jul 202677.6%11.2%10.4%0.27%0.27%0.19%
Aug 202678%10.8%10.5%0.28%0.21%0.15%
Sep 2026——————

How has the Comet and MLflow comparison changed over the last 12 months?

  • MLflow was ahead of Comet in every measured month of the 11 months ending August 2026.
  • Across the 11 months ending August 2026, Comet’s estimated Share of Search among experiment tracking platforms worldwide moved from 0.56% to 0.21%, and its estimated monthly branded searches moved from 2.9K to 1K.
  • Across the 11 months ending August 2026, MLflow’s estimated Share of Search among experiment tracking platforms worldwide moved from 11.8% to 10.5%, and its estimated monthly branded searches moved from 60.5K to 49.5K.

How did search popularity change for experiment tracking platforms worldwide in August 2026?

  1. In August 2026, Comet fell from 4th to 5th among experiment tracking platforms worldwide.

  2. Estimated monthly branded searches for MLflow worldwide fell 18.2% over 11 measured months, from 60.5K to 49.5K in August 2026.

How each brand is measured

Brandwave collects information about searches that people make online using Comet’s and MLflow’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.

Comet

1 branded search term

  • comet ml

MLflow

1 branded search term

  • mlflow

How the Brand Demand Index is measured

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