AI · alternatives · 2026

24 alternatives to Predictive ML model on encrypted data with Fully Homomorphic Encryption

Explore and run AI code with Kaggle Notebooks | Using data from Titanic - Machine Learning from Disaster

This is a machine learning model that operates on encrypted data using Fully Homomorphic Encryption technology, launched in 2022. It enables users to perform predictive analytics while keeping data encrypted throughout… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Predictive ML model on encrypted data with Fully Homomorphic Encryption launched in 2022; newer entries below may have overtaken it.

1
Igel – A CLI tool to run machine learning without writing code▲405
a delightful machine learning tool that allows you to train, test, and use models without writing code - nidhaloff/igel
2020 · github.com · its alternatives →
2
Logistic Regression Training on Encrypted Data with FHE▲8
Concrete ML: Privacy Preserving ML framework using Fully Homomorphic Encryption (FHE), built on top of Concrete, with bindings to traditional ML frameworks. - concrete-ml/docs/advanced_examples/LogisticRegressionTraining.ipynb at release/1.4.x · zama-ai/concrete-ml
2024 · github.com · its alternatives →
3
Akkio▲300
No-code ML for modern sales and marketing teams
2021 · akkio.com · its alternatives →
4RW
Read Wikipedia privately using homomorphic encryption▲331
Hi, creator here. This is a demo of our recent work presented at Oakland (IEEE S&P): https://eprint.iacr.org/2022/368. The server and client code are written in Rust and available here: https://github.com/menonsamir/spiral-rs. The general aim of our work is to show that homomorphic encryption is practical today for real-world applications. The server we use to serve this costs $35/month! A quick overview: the client uses homomorphic encryption to encrypt the article number that they would like to retrieve. The server processes the query and…
2022 · spiralwiki.com · its alternatives →
5
filippo.io/mlkem768 – Post-Quantum Cryptography for the Go Ecosystem▲315
filippo.io/mlkem768 is a pure-Go implementation of the post-quantum key exchange mechanism ML-KEM-768 optimized for correctness and readability.
2024 · words.filippo.io · its alternatives →
6
Graphite Note▲84
Unlock the power of AI with no-code machine learning
2022 · graphite-note.com · its alternatives →
7
AI & Analytics Engine▲281
Build AI models and get predictions, no code required
2023 · mentana.ai · its alternatives →
8
ArcaneVM – A Fully Homomorphic Encryption Brainfuck Virtual Machine▲131
A Fully Homomorphic Encryption Brainfuck virtual machine - f-prime/arcanevm
2019 · github.com · its alternatives →
9HP
High-performance ahead-of-time compiler for Machine Learning▲83
2018 · scss.tcd.ie · its alternatives →
10
LockedIn▲134
Fast, Accurate Forecasting with your Excel Data
2024 · app.roadmap-tech.com · its alternatives →
11
Machine Learning for Google Sheets▲85
Nowgoal cập nhật Livescore, BXH, kết quả bóng đá nhanh chóng, chính xác cùng thông tin nổi bật chào mừng Quốc khánh 2/9.
2021 · magicsheets.io · its alternatives →
12
Mental State of HN Users Before/After Lockdown▲65
Explore and run AI code with Kaggle Notebooks | Using data from Hacker News: All Posts, Stories, Ask/Show HN, etc
2020 · kaggle.com · its alternatives →
13
NextBrain AI▲78
No-Code Machine Learning accessible to anyone
2023 · nextbrain.ai · its alternatives →
14
protonAutoML▲108
No-code AI predictions at one-click
2021 · hikari-yae.com · its alternatives →
15
PredictLeads Technographics Dataset▲124
Source-backed technographics with an API and MCP server.
Feb 2026 · predictleads.com · its alternatives →
16
6-min Intro to End-to-End Encryption▲27
How homomorphic encryption will change privacy online.
2021 · zama.org · its alternatives →
17
Obviously AI Time Series▲104
Predict business critical outcomes, down to a specific date
2022 · obviously.ai · its alternatives →
18
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 →
19
WorkbenchAI▲153
Zero code Machine Learning in minutes
2018 · bot.clutch.co · its alternatives →
20AC
All Clear Weather – creating new live weather datasets with ML▲57
2018 · allclearweather.com · its alternatives →
21
Datrics▲135
Create a better credit-risk model in days without coding
2021 · datrics.ai · its alternatives →
22DH
Distributed Homomorphic Encryption Adder (Weekend Project)▲104
2013 · 9ac345a5509a.github.io · its alternatives →
23
Train a Convolutional Neural Nets Using Multi-Party Computation▲28
Most efforts to privately train machine-learning models either use homomorphic encryption or secure multi-party computation (MPC). Recent insights indicate…
2018 · blog.openmined.org · its alternatives →
24
Azure - Machine Learning▲81
Powerful cloud-based predictive analytics, ML as a Service
2014 · azure.microsoft.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 →