AI · alternatives · 2026

24 alternatives to CML - CI/CD for Machine Learning

Use GitHub Actions & GitLab CI for Machine Learning

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. CML - CI/CD for Machine Learning launched in 2020; newer entries below may have overtaken it.

1. 1CM
   Continuous Machine Learning – CI/CD for Machine Learning Projects▲171

   2020 · cml.dev · its alternatives →

2. 2
   DVC Studio▲95

   Machine Learning Experiments based on Git

   2021 · its alternatives →

3. 3
   GitlabRunner▲88

   Speed up your CI/CD pipeline

   2020 · its alternatives →

4. 4
   TeamCity Pipelines (beta)▲314

   Fall in love with CI/CD again

   2024 · its alternatives →

5. 5IA
   Igel – A CLI tool to run machine learning without writing code▲405

   2020 · github.com · its alternatives →

6. 6
   CommandDash▲272

   AI assistant for open-source libraries

   2024 · commanddash.io · its alternatives →

7. 7
   git-lrc▲305

   Free, unlimited AI code reviews that run on commit

   Feb 2026 · hexmos.com · its alternatives →

8. 8
   SurplusCI▲70

   More builds, less bills, dedicated CI runners for cheap

   2021 · its alternatives →

9. 9
   Cortex▲81

   Deploy, manage, and scale machine learning applications

   2019 · its alternatives →

10. 10
    CarbonRunner▲114

    Shift AI training & CI/CD to the lowest carbon regions!

    2025 · its alternatives →

11. 11IB
    I built an AI dataset generator▲169

    2025 · github.com · its alternatives →

12. 12
    TensorPool▲192

    The easiest way to use cloud GPUs

    2025 · tensorpool.dev · its alternatives →

13. 13
    Data CI/CD by Metaplane▲99

    Prevent data quality issues in pull requests

    2023 · its alternatives →

14. 14CF
    CLI for working with Apple Core ML models▲48

    Jan 2026 · github.com · its alternatives →

15. 15TY
    Test your Gitlab CI Pipelines changes locally using Docker▲83

    2021 · github.com · its alternatives →

16. 16GF
    GUIs for Faster ML Prototyping and Sharing▲85

    2020 · github.com · its alternatives →

17. 17
    CTO.ai GitHub Comment Workflows▲78

    Automating developer workflows from GitHub comments

    2023 · its alternatives →

18. 18DC
    DRM-CI – A Gitlab-CI pipeline for Linux kernel graphics testing▲11

    2024 · collabora.com · its alternatives →

19. 19
    Paperspace for Machine Learning▲152

    A Linux desktop in the cloud built for Machine Learning

    2016 · its alternatives →

20. 20
    GitBrain▲121

    AI powered Git client for Mac

    2023 · its alternatives →

21. 21
    gptcli▲88

    All in one ChatGPT CLI for AI Commit, AI Command, etc

    2023 · its alternatives →

22. 22
    Shell GPT▲62

    CLI tool for developers, helps you accomplish tasks faster

    2023 · its alternatives →

23. 23NA
    New approach for CI/CD/compute system▲22

    I've been tired with the current options on the market for awhile and decided to do something about it after the running into the disaster that is MLOps at my last two startups and having to manage a multiple operation platforms both for my fellow ML engineers, the general application CI/CD and orchestration layers while simultaneously building the application itself. Its still extremely early for the product but its functioning and is well on its way. I'd love feedback on the approach and peoples thoughts on the problem space. Personally my irritations have been in the poor tooling,…

    2025 · egdaemon.com · its alternatives →

24. 24
    CI/CD Learning Tool▲78

    Learn what you need about CI/CD to get your job done

    2023 · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →