Brandwave

How popular isNeptune in search?

In August 2026, there were an estimated 1.3K branded searches for Neptune worldwide which is down 45.8% over the last 11 months. Neptune holds 1.2% estimated Share of Search among MLOps platforms worldwide and is ranked 4th of 5 competitors for search popularity. These are worldwide searches for English-language branded terms.

Share of Search, August 2026
  1. Weights & Biases45%
  2. MLflow44.2%
  3. Kubeflow8.8%
  4. Neptune1.2%
  5. Comet0.89%
Neptune website (opens in a new tab)

Follow Neptune and get free monthly updates on what changed

By continuing you'll get index updates and occasional product news from Brandwave. Unsubscribe any time. Privacy

Which MLOps platforms compete with Neptune?

Neptune against MLOps platforms worldwide, by month

Share of Search by month for Weights & Biases, MLflow, Kubeflow, Neptune. The figures are in the table below the chart.

View monthly share of search table
MonthWeights & BiasesMLflowKubeflowNeptuneComet
Oct 202548.4%37.2%11.1%1.5%1.8%
Nov 202548.5%37.3%11.2%1.5%1.5%
Dec 202549%32.2%9.6%7.9%1.2%
Jan 202652%34.2%10.2%2%1.7%
Feb 202648.4%37.2%11.1%1.8%1.4%
Mar 202648.4%37.2%11.1%1.8%1.5%
Apr 202653.8%35.3%8.6%1.1%1.1%
May 202653.7%35.3%8.6%1.1%1.1%
Jun 202649.8%38.3%9.4%1.5%1%
Jul 202645%42.4%10.4%1.1%1.1%
Aug 202645%44.2%8.8%1.2%0.89%
Sep 2026—————
  1. Held 1st. 50.4K estimated branded searches, -4.2% vs prior month. Share -0.1 points.

  2. 2.MLflow

    44.2%

    Held 2nd. 49.5K estimated branded searches, 0% vs prior month. Share +1.8 points.

  3. 3.Kubeflow

    8.8%

    Held 3rd. 9.9K estimated branded searches, -18.2% vs prior month. Share -1.5 points.

  4. 4.Neptune

    1.2%

    Moved from 5th to 4th. 1.3K estimated branded searches, 0% vs prior month. Share 0 points.

  5. 5.Comet

    0.89%

    Moved from 4th to 5th. 1K estimated branded searches, -23.1% vs prior month. Share -0.2 points.

Compare search popularity between Neptune and its closest rivals

How has branded search demand for Neptune changed worldwide over the last 12 months?

  • Across the 11 months ending August 2026, estimated monthly branded searches for Neptune worldwide fell from 2.4K to 1.3K.
  • Across the 11 months ending August 2026, Neptune’s estimated Share of Search among MLOps platforms worldwide peaked at 7.9% in December 2025 and was lowest at 1.1% in April 2026.
  • Across the 11 months ending August 2026, Neptune rose from 5th to 4th among MLOps platforms worldwide.

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

  1. In August 2026, MLflow gained estimated Share of Search among MLOps platforms worldwide, from 42.4% to 44.2%.

  2. In August 2026, Kubeflow lost estimated Share of Search among MLOps platforms worldwide, from 10.4% to 8.8%.

  3. Weights & Biases’ estimated Share of Search among MLOps platforms worldwide has lost ground for 3 months in a row, from 53.7% to 45% in August 2026.

  4. In August 2026, Neptune rose from 5th to 4th among MLOps platforms worldwide.

  5. In August 2026, Comet fell from 4th to 5th among MLOps platforms worldwide.

Where does Neptune compete?

Neptune is ranked in two competitor sets. Each share is worked out among that set's brands, so it differs from set to set.
Competitor setRankShare of SearchRanking
Experiment tracking platforms4th of 60.28%Show ranking
MLOps platforms4th of 51.2%Shown above

How is Neptune measured?

Brandwave collects information about searches that people make online using Neptune’s name. When viewed over time, estimated search volumes for this branded term can be used to understand whether interest in the brand is growing, holding steady, or fading.

1 branded search term

  • neptune ai

Do you work for Neptune? To request corrections or removal please contact us via our support page and we will be happy to assist.

How the Brand Demand Index is measured

Creator with pink hair and a pink jacket

Is Neptune your brand?

Put your own campaigns, spend and outcomes next to this demand line, so you can see which of your marketing lined up with the movements above.