AI · alternatives · 2026

24 alternatives to UnionML
The easiest way to build and deploy ML microservices
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. UnionML launched in 2022; newer entries below may have overtaken it.
- 1UA
Hi HN! Niels here. I'm the creator of UnionML (https://github.com/unionai-oss/unionml), a Python MLOps framework that removes the boilerplate and friction associated with building and deploying machine learning systems to production. I've been training and deploying models for almost a decade now, and one pain-point I've consistently had is managing the complexity of building and maintaining an ML stack that works for the entire model development lifecycle - from prototyping to production. UnionML is built on top of Flyte (https://www.flyte.org) and exposes a…
2022 · its alternatives →
- 2

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. - zenml-io/zenml
2020 · github.com · its alternatives →
- 3

Powerful orchestration for data and ML workflows at scale
2023 · union.ai · its alternatives →
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Contribute to xadrianzetx/fullstack.ai development by creating an account on GitHub.
2019 · github.com · its alternatives →
- 6
OrchestraML▲82From English prompt to deployed ML model with human approval
Jun 2026 · orchestra-ml.vercel.app · its alternatives →
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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 →
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- 13SM
2021 · spotml.io · its alternatives →
- 14

Open-source, easily create ready-to-use ML models for NLP
2022 · github.com · its alternatives →
- 15

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 →
- 16
Apple MLX▲138An array framework for machine learning on Apple silicon
2023 · pypi.org · its alternatives →
- 17
Gradio 5.0▲224connect nodes to build AI pipelines, powered by Hugging Face
2024 · gradio.app · its alternatives →
- 18

Hi HN, Three months ago, I took a job at Baseten to help craft and document an application builder that lets data scientists build full-stack, production-ready applications around their ML models without worrying about containers, Flask, or React. From my first day, everyone was focused on what would happen today: opening up our public beta. I’m super excited to see what you build with Baseten. If you want to take Baseten for a full-speed test drive, follow along with this tutorial, where you can build and deploy an application in 20 minutes:…
2022 · baseten.co · its alternatives →
- 19

The simplest way to serve AI/ML models in production - basetenlabs/truss
2022 · github.com · its alternatives →
- 20

A Linux desktop in the cloud built for Machine Learning
2016 · its alternatives →
- 21

ML Console is a free tool to build an AI model without writing a single line of code. Simply pick a column to predict, and let us handle the rest.
2021 · mlconsole.com · its alternatives →
- 22

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work! - gradio-app/gradio
2020 · github.com · its alternatives →
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Deploy a ML inference service on a budget in less than 10 lines of code. - ebhy/budgetml
2021 · github.com · its alternatives →
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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 →