Best ML Experiment Tracking Software in 2026
Updated
In short: Comet is ranked #1 of 37 as of 4 October 2026, ahead of ClearML and DagsHub. The best-ranked option with a free plan is ClearML. The lowest first paid tier on this page is GitLab Package Registry at $2.42/mo.
When machine-learning work spans many runs and assets, tracking software can help you compare experiments and keep their context together. The opening entries include ClearML, Comet, and Weights & Biases, with DagsHub and Trackio also near the top. Compare run comparison alongside artifact tracking and dataset versioning; API and SDK access may be central if tracking needs to connect with your existing workflow. Consider whether a model registry or deployment options belong in your requirements, then review free-plan availability and paid-from pricing. The ranked ordering offers a starting point, while the listed criteria let you assess fit for your team's experiment process.
37 ML experiment tracking software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
| # | Platform | Score | Why | From | Free plan | Paid from | Run comparison | |
|---|---|---|---|---|---|---|---|---|
| 1 | Comet | 7.4 | RecognisedAPIDocumented | $19/mo | Yes | 19 /user/mo | Yes | View |
| 2 | ClearML | 7.3 | RecognisedAPIDocumented | $15/mo | Yes | 15 /user/mo | — | View |
| 3 | DagsHub | 7.3 | RecognisedAPIDocumented | $8.25/mo | Yes | 99 /user/mo | Yes | View |
| 4 | GitLab Package Registry | 7.3 | RecognisedAPIDocumented | $2.42/mo | Yes | 29 /user/mo | Yes | View |
| 5 | Hopsworks AI Lakehouse | 7.3 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 6 |  TensorBoard | 7.3 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 7 | Weights & Biases | 7.3 | RecognisedAPIDocumented | $60/mo | Yes | — | — | View |
| 8 |  MLflow GenAI Evaluation | 7.2 | RecognisedAPIDocumented | Free | Yes | — | — | View |
| 9 | MLRun | 7.2 | RecognisedAPIDocumented | Free | — | — | — | View |
| 10 |  Trackio | 7.2 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 11 | ZenML | 7.2 | RecognisedAPIDocumented | $999/mo | Yes | — | — | View |
| 12 | Amazon SageMaker Autopilot | 6.7 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 13 |  Domino Model Monitor | 6.7 | RecognisedAPIDocumented | — | No | — | — | View |
| 14 |  Snowflake CoCo | 6.7 | RecognisedAPIDocumented | — | — | — | — | View |
| 15 | Valohai | 6.7 | RecognisedAPIDocumented | — | No | — | — | View |
| 16 | LUML Flow | 6.0 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 17 |  Databricks Notebooks | 5.9 | RecognisedAPIDocumented | Free | — | — | — | View |
| 18 | DVCLive | 5.5 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 19 | InstantML | 5.5 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 20 |  Lamin | 5.5 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 21 | mlop | 5.5 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 22 |  MLtraq | 5.5 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 23 |  OpenML | 5.5 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 24 |  Guild AI | 5.4 | RecognisedAPIDocumented | — | — | — | Yes | View |
| 25 | Polyaxon | 5.3 | RecognisedAPIDocumented | — | Yes | — | — | View |
Is your platform on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which ML experiment tracking software is ranked first on Inferse?
Comet is ranked #1 of 37 with a score of 7.4. ClearML is second and DagsHub third.
How many of these have a free plan?
12 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, GitLab Package Registry has the lowest first paid tier we found: $2.42/mo.
How is this list ranked?
Ranked on what each maker publishes, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it. Paid placements never change a rank.