AI · alternatives · 2026

24 alternatives to Build predictive models with no prior ML experience

TLDR: Product developers need tools designed for them to build ML models. We’d love for you to try a demo of Mage without needing to sign up: https://www.mage.ai/onboarding My name is Tommy DANGerous (or Tommy Dang) and I’m the CEO and co-founder at Mage. I worked at Airbnb for over 5 years as a product developer building features for guests. Mage is a web-based tool for building, training, and deploying ML models that make predictions based off your data. Training and using ML models in production typically requires working knowledge of building data pipelines, algorithms,…

Mage is a web-based platform that enables product developers to build, train, and deploy machine learning models without specialized data science knowledge. The tool handles data pipelines, algorithms, and deployment… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Build predictive models with no prior ML experience launched in 2022; newer entries below may have overtaken it.

1
Mage▲595
The fastest way to build and use AI
2022 · mage.ai · its alternatives →
2
Magic Patterns▲566
I built an agent that helps you build Rollercoaster Tycoon-influenced theme parks. You can prompt something like “Build me a cool theme park” and it’ll build a cohesive theme park with multiple worlds and connected with paths and rides. The weird part is that I built it using the same ideas we use to make AI-generated websites follow a company’s design system. I work as an engineer at Magic Patterns, focused on building our Design System Agent, aimed to use your existing brand, components, and conventions instead of producing something that looks like generic AI-generated UI. By default,…
2025 · magicpatterns.com · its alternatives →
3
I trained a deep learning model to build sites for me▲397
2019 · zecoda.com · its alternatives →
4
AI & Analytics Engine▲281
Build AI models and get predictions, no code required
2023 · mentana.ai · its alternatives →
5
MLConsole – web app to train ML models, for free and client-side▲86
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 →
6
Fei▲292
Unify design, product & dev into a single AI native workflow
2025 · autonomyai.io · its alternatives →
7
AI Elements by Vercel▲334
The shadcn/ui component library for building AI-native apps
2025 · elements.ai-sdk.dev · its alternatives →
8
Akkio▲300
No-code ML for modern sales and marketing teams
2021 · akkio.com · its alternatives →
9
Spice.ai – materialize, accelerate, and query SQL data from any source▲177
Hi HN, We're Luke and Phillip, and we're building Spice.ai OSS - a lightweight, portable runtime, built in Rust and powered by Apache DataFusion to locally materialize, accelerate, and query data tables sourced from any database, data warehouse or data lake. Phillip and I first introduced Spice on Show HN in September 2021. Since then, we’ve been schooled and humbled in every way building 100TB+ data and ML systems for the https://spice.ai cloud platform. Along with our customers, we struggled with getting fast, low-latency, high-concurrency SQL query within a budget, accessing and…
2024 · github.com · its alternatives →
10
Fullstack ML – From Notebooks to Deployment▲198
Contribute to xadrianzetx/fullstack.ai development by creating an account on GitHub.
2019 · github.com · its alternatives →
11
AI Playground by Vercel Labs▲249
Hey, Jared Palmer (creator of this playground) here. Really excited to ship this. I’ve been building this over the past few weeks to compare LLMs from different providers like OpenAI, Anthropic, Cohere, etc. At Vercel, I manage our Frameworks division (including Next.js, Svelte, and Turbo) and wanted to also dogfood some of the latest features in a slightly larger application. This playground takes a lot of inspiration from https://nat.dev and is built on Tailwind, ui.shadcn.com, and some upcoming Vercel products we’re announcing soon. We’re going to continue adding models to…
2023 · play.vercel.ai · its alternatives →
12
Cortex – Open-source alternative to SageMaker for model serving▲65
Production infrastructure for machine learning at scale - GitHub - cortexlabs/cortex at v0.15.1
2020 · github.com · its alternatives →
13
MakeML▲274
Train Neural Networks without a line of code
2019 · makeml.app · its alternatives →
14
BuildKit 2.0▲210
BuildKit 2.0 is our attempt at making integrations feel like shadcn/ui: simple, composable, and copy-pasteable. Instead of wiring APIs by hand, you describe what you want: ``` Create me a tool called fetchGmailEmails in my Vercel AI SDK agent using BuildKit ``` …and you've got a working Gmail integration in minutes with a single prompt. * Works with Vercel AI SDK, LangChain, MCP servers * 25k+ actions across 150+ integrations Links: [Docs](https://buildkit.picaos.com/integrations) | [Video](https://x.com/katibmoe/status/1963605221856178203) We'd…
2025 · buildkit.picaos.com · its alternatives →
15
StackML▲252
Machine Learning platform in-browser, for creators
2019 · its alternatives →
16
Mage▲91
AI-powered collaborative streaming for gamers and developers
2023 · mage.stream · its alternatives →
17
Cortex – machine learning infrastructure for developers▲86
Production infrastructure for machine learning at scale - cortexlabs/cortex
2019 · github.com · its alternatives →
18
Mage, Unlimited 50 Top AI Text-to-Image and GIF Models▲34
Hi Hackernews! Mage is the incredibly simple and fun platform with over 50+ top, custom Text-to-Image AI models as well as Text-to-GIF for all to create with their imagination, unlimited & unfiltered. Start with fast and unlimited Stable Diffusion for free! The first Mage link posted ever was here on HackerNews back in September with the promise of Free, Fast, & Unfiltered Stable Diffusion. Turns out, avoiding the h*ll of pip installs and CUDA errors while enjoying this incredible tech was (and is) a popular idea! Since then, we've grown into an incredible community, with a lively Discord…
2023 · mage.space · its alternatives →
19
Data pipelines for data scientists (new open-source notebook)▲36
Mage AI helps data teams build, orchestrate, monitor, and repair production data pipelines with editable SQL and Python for analytics, applications, and AI.
2022 · mage.ai · its alternatives →
20
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 →
21QB
Quickly build a production ready image classifier from your images▲142
2018 · blog.machinebox.io · its alternatives →
22
All-in-one open source tool for data pipelines▲21
🧙 Build, run, and manage data pipelines for integrating and transforming data. - mage-ai/mage-ai
2022 · github.com · its alternatives →
23
Magic Sandbox▲119
I built Magic Sandbox, an AI app platform where your AI assistant can directly interact with Magic Sandbox apps published by the community. Check out the demo video to see it in action: https://www.loom.com/share/4a1d4aee83a5485197898f537e1cb397 Or head to https://magicsandbox.ai to go through the onboarding tutorial. Originally I set out to build a monetized version of OpenAI’s custom GPTs, where developers would earn money when users used their custom GPT. Eventually this evolved into a platform for AI powered apps, which expose not only context and…
2025 · magicsandbox.ai · its alternatives →
24
Build Machine Learning Web-Service with Python and Django▲67
My Machine Learning Web Service. Contribute to pplonski/my_ml_service development by creating an account on GitHub.
2020 · 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 →