AI · alternatives · 2026

24 alternatives to ZenML

Create reproducible machine learning pipelines

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

1. 1
   ZenML, extensible open-source MLOps framework for reproducible ML▲37

   ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. - zenml-io/zenml

   2020 · github.com · its alternatives →

2. 2
   Igel – A CLI tool to run machine learning without writing code▲405

   a delightful machine learning tool that allows you to train, test, and use models without writing code - nidhaloff/igel

   2020 · github.com · its alternatives →

3. 3
   ZenML – Portable, production-ready MLOps pipelines▲5

   ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. - zenml-io/zenml

   2022 · github.com · its alternatives →

4. 4
   StackML▲252

   Machine Learning platform in-browser, for creators

   2019 · its alternatives →

5. 5
   Machine learning automation from creating to using models in production▲72

   a delightful machine learning tool that allows you to train, test, and use models without writing code - GitHub - nidhaloff/igel at v0.4.0

   2021 · github.com · its alternatives →

6. 6
   Zencoder ▲766

   Hi HN, I’m Andrew, Founder of Zencoder. While building our IDE extensions and cloud agents, we ran into the same issue many of you likely face when using coding agents in complex repos: agents getting stuck in loops, apologizing, and wasting time. We tried to manage this with scripts, but juggling terminal windows and copy-paste prompting was painful. So we built Zenflow, a free desktop tool to orchestrate AI coding workflows. It handles the things we were missing in standard chat interfaces: Cross-Model Verification: You can have Codex review Claude’s code, or run them in parallel to see…

   2025 · zencoder.ai · its alternatives →

7. 7
   MakeML▲274

   Train Neural Networks without a line of code

   2019 · makeml.app · its alternatives →

8. 8
   ScoopML▲81

   An AI assistant for machine learning engineers

   2020 · its alternatives →

9. 9
   Web App with GUI for AutoML on Tabular Data▲41

   AutoML Web App - build Machine Learning pipeline in automatic way with Graphical User Interface (GUI). You can run app locally! - mljar/automl-app

   2023 · github.com · its alternatives →

10. 10
    OrchestraML▲82

    From English prompt to deployed ML model with human approval

    Jun 2026 · orchestra-ml.vercel.app · its alternatives →

11. 11
    MindsDB▲235

    In-database machine learning

    2022 · its alternatives →

12. 12
    Google CLOUD AUTOML▲93

    Train custom ML models with minimum effort and expertise

    2018 · cloud.google.com · its alternatives →

13. 13SM
    SpotML – Managed ML Training on Cheap AWS/GCP Spot Instances▲157

    2021 · spotml.io · its alternatives →

14. 14
    automl-docker▲68

    Open-source, easily create ready-to-use ML models for NLP

    2022 · github.com · its alternatives →

15. 15
    Layer AI▲124

    Metadata store for production ML

    2022 · layer.ai · its alternatives →

16. 16
    Zen Agents (by Zencoder)▲287

    Build AI agents. Share org-wide. 100+ Tools&MCP

    2025 · docs.zencoder.ai · its alternatives →

17. 17
    FastML▲11

    Ship Machine Learning Pipelines. Fast.

    2024 · its alternatives →

18. 18
    Zennbox▲255

    Save & organize your resources. Take notes with AI

    2025 · zennbox.app · its alternatives →

19. 19
    HeroML▲84

    Write AI workflow apps & tools, 4000+ free prompt libraries

    2023 · hero.page · its alternatives →

20. 20
    Continuous Machine Learning – CI/CD for Machine Learning Projects▲171

    Bring DevOps practices to your projects for automatic, reproducible, and fast machine learning.

    2020 · cml.dev · its alternatives →

21. 21
    ezML▲249

    Unleash the Power of Computer Vision AI

    2023 · ezml.io · its alternatives →

22. 22
    Comet.ml▲208

    Automatically track machine learning code and experiments

    2018 · comet.com · its alternatives →

23. 23
    UnionML▲77

    The easiest way to build and deploy ML microservices

    2022 · union.ai · its alternatives →

24. 24
    Cortex – machine learning infrastructure for developers▲86

    Production infrastructure for machine learning at scale - cortexlabs/cortex

    2019 · github.com · 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 →