AI · alternatives · 2026

24 alternatives to Neptune.ai

Manage all your MLOps metadata in a single place

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Neptune.ai launched in 2021; newer entries below may have overtaken it.

1
Layer AI▲124
Metadata store for production ML
2022 · layer.ai · its alternatives →
2
neptune.ai▲6
The most lightweight experiment tracking tool. @neptune_ai
2019 · its alternatives →
3
DS2.ai▲76
MLOps platform for innovators
2021 · ds2.ai · its alternatives →
4
Fleak AI Workflows▲481
Build serverless APIs in minutes
2024 · fleak.ai · its alternatives →
5
Comet.ml▲208
Automatically track machine learning code and experiments
2018 · comet.com · its alternatives →
6
CtrlOps▲244
Deploy, Debug & Manage Linux Servers with AI.
May 2026 · ctrlops.io · its alternatives →
7
Paperspace for Machine Learning▲152
A Linux desktop in the cloud built for Machine Learning
2016 · its alternatives →
8
Datrics (Pre launch)▲23
Drag-and-drop AI for fast prototyping & MLops automation
2020 · datrics.ai · its alternatives →
9
Mindverse▲184
All-in-one AI ecosystem to boost creativity & productivity
2025 · mind-verse.de · its alternatives →
10
Featureform – An open-source Feature Store for ML▲136
The Virtual Feature Store. Turn your existing data infrastructure into a feature store. - featureform/featureform
2022 · github.com · its alternatives →
11
Monq AIOps platform▲103
World’s first topology-based AI-Ops automation platform
2021 · monq.ru · its alternatives →
12
Actian VectorAI DB▲203
The portable vector database for AI agents beyond the cloud
Apr 2026 · actian.com · its alternatives →
13
Seldon Deploy Advanced▲64
Industry leading MLOps platform for enterprises
2022 · seldon.io · its alternatives →
14
I built a vector database API on Cloudflare▲101
🦉⚡️Serverless, distributed vector database as an API - TimeSurgeLabs/athenadb
2024 · github.com · its alternatives →
15
Robotic Data Automation (RDA)▲67
Automate IT data prep & integration with new software bots
2021 · roboticdata.ai · its alternatives →
16
Neptune – Give your coding agents DevOps superpowers▲18
Hi HN, We are the team behind Shuttle (YC S20). We just shipped Neptune, (https://github.com/shuttle-hq/neptune-mcp) an open source MCP server that lets coding agents actually deploy software, not just write code. Behind it is an app deployment platform we built to be friendly for AI agents. Neptune runs in your IDE. It reads your codebase, analyzes its structure and intent using ASTs and inference, and generates a deterministic infrastructure spec called neptune.json. You can inspect every change, approve it, and apply it. Think: coding agents that can actually ship…
Dec 2025 · github.com · its alternatives →
17
Mystic Turbo Registry▲148
High-performance AI model loader
2024 · its alternatives →
18
ZenML▲84
Create reproducible machine learning pipelines
2020 · github.com · its alternatives →
19
OmegaCloud.ai▲87
Deploy AI apps instantly with a single shot
2025 · omegacloud.ai · its alternatives →
20
PrimeHub▲79
A pluggable MLOps platform that makes AI workflow 10X faster
2021 · reccehq.com · its alternatives →
21
integrate.ai▲80
Extend your product to train ML models on distributed data
2022 · integrate.ai · its alternatives →
22
Katonic MLOps Platform▲68
Supercharge your business with the power of Generative AI
2022 · katonic.ai · its alternatives →
23
SingleStore Kai▲125
Vector searches & 100X faster JSON analytics
2023 · singlestore.com · its alternatives →
24
Elemeno AI-Ops▲67
Make machine learning work for you, not the other way around
2022 · amazonasweb.ro · 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 →