AI · alternatives · 2026

24 alternatives to Continual

Machine learning for your cloud data warehouse

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Continual launched in 2022; newer entries below may have overtaken it.

1. 1
   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 →

2. 2
   Continual Learning with .md▲34

   I have a proposal that addresses long-term memory problems for LLMs when new data arrives continuously (cheaply!). The program involves no code, but two Markdown files. For retrieval, there is a semantic filesystem that makes it easy for LLMs to search using shell commands. It is currently a scrappy v1, but it works better than anything I have tried. Curious for any feedback!

   Apr 2026 · github.com · its alternatives →

3. 3
   Mini-AGI – Dynamic continual learning model trained on 8GB VRAM▲277

   Continual learning model trained from scratch on 8GB VRAM laptop with batch-1 stream of data. - volotat/mini-AGI

   Sep 2026 · github.com · its alternatives →

4. 4
   Azure - Machine Learning▲81

   Powerful cloud-based predictive analytics, ML as a Service

   2014 · azure.microsoft.com · its alternatives →

5. 5
   Inferless▲749

   Deploy any machine learning models in minutes

   2025 · inferless.com · its alternatives →

6. 6
   Paperspace for Machine Learning▲152

   A Linux desktop in the cloud built for Machine Learning

   2016 · its alternatives →

7. 7
   MindsDB▲235

   In-database machine learning

   2022 · its alternatives →

8. 8
   Amazon Machine Learning ▲211

   Machine learning made easy for developers of any skill level

   2015 · aws.amazon.com · its alternatives →

9. 9
   Banana▲235

   Serverless GPUs for Machine Learning inference

   2022 · banana.dev · its alternatives →

10. 10
    AI Assistant for SQL by Weld▲119

    The fastest way to build your data warehouse

    2023 · weld.app · its alternatives →

11. 11
    Dataku▲299

    Your smartest data extraction helper powered by AI

    2024 · dataku.ai · its alternatives →

12. 12
    Data Observability v2 by Metaplane▲108

    Intelligent auto-monitoring for your data warehouse

    2023 · metaplane.dev · its alternatives →

13. 13
    Replicate▲68

    Version control for machine learning

    2020 · its alternatives →

14. 14
    BigML▲64

    Machine learning as a service - build predictive apps

    2014 · bigml.com · its alternatives →

15. 15CI
    Convect – Instant Serverless Deployment of ML Models▲89

    2021 · convect.ml · its alternatives →

16. 16
    Data Robot▲92

    Build Better Predictive Models — Faster

    2014 · datarobot.com · its alternatives →

17. 17
    datagran▲130

    Put ML pipelines into production, fast. Without coding

    2019 · datagran.io · its alternatives →

18. 18
    LockedIn▲134

    Fast, Accurate Forecasting with your Excel Data

    2024 · app.roadmap-tech.com · its alternatives →

19. 19
    Lightly▲148

    Improve your machine learning models by using the right data

    2021 · lightly.ai · its alternatives →

20. 20
    ZenML▲84

    Create reproducible machine learning pipelines

    2020 · github.com · its alternatives →

21. 21
    Datasaur▲90

    Manage your entire data labeling workflow with a single tool

    2020 · datasaur.ai · its alternatives →

22. 22SM
    SpotML – Managed ML Training on Cheap AWS/GCP Spot Instances▲157

    2021 · spotml.io · its alternatives →

23. 23
    Google CLOUD AUTOML▲93

    Train custom ML models with minimum effort and expertise

    2018 · cloud.google.com · its alternatives →

24. 24
    Perpetual ML▲10

    Perpetual ML Suite: Set Your Machine Learning on Autopilot.

    2024 · perpetual-ml.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 →