AI · alternatives · 2026

24 alternatives to Katen

Machine learning based Kubernetes optimization engine

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

1. 1
   iko.ai▲76

   Train, track, deploy, & monitor your machine learning models

   2021 · its alternatives →

2. 2
   BigML▲64

   Machine learning as a service - build predictive apps

   2014 · bigml.com · its alternatives →

3. 3
   Nanonets▲135

   Turn machine learning into an API call

   2017 · nanonets.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
   Akkio▲300

   No-code ML for modern sales and marketing teams

   2021 · akkio.com · its alternatives →

6. 6
   PrometheusML▲63

   Intuitive & interactive way to run data science experiments

   2022 · yailab.com · its alternatives →

7. 7
   Product Recommendations AI▲333

   Personalized software recommendations based on your stack

   2017 · siftery.com · its alternatives →

8. 8
   Tracking Kubernetes cost metrics in Prometheus▲15

   2021 · github.com · its alternatives →

9. 9
   WhatTheFIsML▲110

   An illustrated guide to understanding Machine Learning

   2016 · its alternatives →

10. 10
    ClusterWatch▲65

    Kubernetes cluster visualization and metrics

    2023 · its alternatives →

11. 11
    Chord▲86

    AI research engine for organic recommendations

    2023 · its alternatives →

12. 12
    KUR8▲71

    Overview of Kubernetes architecture and Prometheus metrics

    2021 · kur8.io · its alternatives →

13. 13SR
    Stock recommender system using hedge fund data and machine learning▲134

    2015 · navlio.com · its alternatives →

14. 14
    BottleNetes▲46

    Uncorking K8s bottlenecks and insights, one pod at a time

    2025 · bottlenetes.com · its alternatives →

15. 15
    Keplr▲112

    Turn your datasets into prediction engines

    2016 · keplrai.com · its alternatives →

16. 16
    Personalized book recommendations with Librarian AI▲150

    Librarian-Ai.com is for sale on Spaceship. Secure checkout and quick transfer. See all purchase options. No hidden fees.

    2023 · librarian-ai.com · its alternatives →

17. 17
    A distributed Recommendation Engine based on Redis + Ruby (and C)▲97

    Generate recommendations using collaborative filtering - asmuth/recommendify

    2012 · github.com · its alternatives →

18. 18
    kproximate – A Kubernetes node autoscaler for Proxmox▲60

    A Kubernetes node autoscaler for Proxmox. Contribute to jedrw/kproximate development by creating an account on GitHub.

    2023 · github.com · its alternatives →

19. 19AN
    A Natural Language Query Engine Without Machine Learning▲115

    2016 · blog.ayoungprogrammer.com · its alternatives →

20. 20
    Universal Recommender▲75

    Open source recommendation engine on Spark + Elasticsearch

    2015 · templates.prediction.io · its alternatives →

21. 21
    Data Robot▲92

    Build Better Predictive Models — Faster

    2014 · datarobot.com · its alternatives →

22. 22
    Kubespy, a CLI tool for observing Kubernetes resources in real time▲99

    Tools for observing Kubernetes resources in real time, powered by Pulumi. - pulumi/kubespy

    2018 · github.com · its alternatives →

23. 23
    Guesswork▲97

    Product recommendation engine for first time buyers

    2014 · guesswork.co · its alternatives →

24. 24
    ReKuberate▲69

    Open-source product to visualize K8 environments and metrics

    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 →