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.
Weights & Biases45%MLflow44.2%
Kubeflow8.8%
Neptune1.2%
Comet0.89%
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Which MLOps platforms compete with Neptune?
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
| Month | Weights & Biases | MLflow | Kubeflow | Neptune | Comet |
|---|---|---|---|---|---|
| Oct 2025 | 48.4% | 37.2% | 11.1% | 1.5% | 1.8% |
| Nov 2025 | 48.5% | 37.3% | 11.2% | 1.5% | 1.5% |
| Dec 2025 | 49% | 32.2% | 9.6% | 7.9% | 1.2% |
| Jan 2026 | 52% | 34.2% | 10.2% | 2% | 1.7% |
| Feb 2026 | 48.4% | 37.2% | 11.1% | 1.8% | 1.4% |
| Mar 2026 | 48.4% | 37.2% | 11.1% | 1.8% | 1.5% |
| Apr 2026 | 53.8% | 35.3% | 8.6% | 1.1% | 1.1% |
| May 2026 | 53.7% | 35.3% | 8.6% | 1.1% | 1.1% |
| Jun 2026 | 49.8% | 38.3% | 9.4% | 1.5% | 1% |
| Jul 2026 | 45% | 42.4% | 10.4% | 1.1% | 1.1% |
| Aug 2026 | 45% | 44.2% | 8.8% | 1.2% | 0.89% |
| Sep 2026 | — | — | — | — | — |
| Rank | Brand | Share of Search | Estimated monthly branded searches | vs prior month | Share change |
|---|---|---|---|---|---|
| 1, held 1st | 45% | 50.4K | -4.2% | -0.1 points | |
| 2, held 2nd | 44.2% | 49.5K | 0% | +1.8 points | |
| 3, held 3rd | 8.8% | 9.9K | -18.2% | -1.5 points | |
| 4, moved from 5th to 4th | 1.2% | 1.3K | 0% | 0 pointsmoved from 5th to 4th | |
| 5, moved from 4th to 5th | 0.89% | 1K | -23.1% | -0.2 pointsmoved from 4th to 5th |
45%
Held 1st. 50.4K estimated branded searches, -4.2% vs prior month. Share -0.1 points.
2.
MLflow
44.2%
Held 2nd. 49.5K estimated branded searches, 0% vs prior month. Share +1.8 points.
3.
Kubeflow8.8%
Held 3rd. 9.9K estimated branded searches, -18.2% vs prior month. Share -1.5 points.
4.
Neptune1.2%
Moved from 5th to 4th. 1.3K estimated branded searches, 0% vs prior month. Share 0 points.
5.
Comet0.89%
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?
3 findings
- 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?
5 changes
In August 2026, MLflow gained estimated Share of Search among MLOps platforms worldwide, from 42.4% to 44.2%.

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

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.

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

In August 2026, Comet fell from 4th to 5th among MLOps platforms worldwide.
Where does Neptune compete?
| Competitor set | Rank | Share of Search | Ranking |
|---|---|---|---|
| Experiment tracking platforms | 4th of 6 | 0.28% | Show ranking |
| MLOps platforms | 4th of 5 | 1.2% | 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
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Is Neptune your brand?
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