
KNIME
Machine Learning Data Science
Open source data analytics and integration platform
- Linux
- macOS
- Windows
The directory
3,295 products across 133 categories. Each one described on the same fields, so two tools can be read against each other rather than against their own marketing.
Showing 1537–1560 of 3,295

Machine Learning Data Science
Open source data analytics and integration platform

Security Cybersecurity
World's largest security awareness training platform
Construction Architecture
Construction and field service management integrated with QuickBooks

Sports Recreation
Find, plan, and share your outdoor adventures

API Management
Cloud-native API gateway and service connectivity platform

Maritime Shipping
Complete maritime technology solutions

Live Chat Chatbots
Enterprise conversational AI platform

Maritime Shipping
Commodity market intelligence platform

Personal Finance
Secure cryptocurrency exchange for serious traders
Design Tools
Generate, enhance, and edit images, videos, or 3D meshes with AI

Remote Work
AI-powered noise cancellation and background blur

Machine Learning Data Science
Machine learning toolkit for Kubernetes

Aviation Aerospace
Advanced aerospace and defense technology solutions

Education E Learning
Virtual science labs for immersive learning
Head to head
Pairings from this slice of the directory, each one checked by two reviewers who agreed a buyer would weigh the two against each other.
Browse another way
How this works
Pricing, platforms and feature lists are taken from each vendor's own pages. Limitations, answered questions and alternatives are researched separately and carry a source URL on the page that states them. Every product is described on the same fields, so two tools can be read against each other rather than against their own marketing.
Because we did not collect any. Softwr hosts no reviews, and a rating aggregated from somewhere else is not ours to publish as though it were an assessment we made. What is shown instead is what a tool costs, where it runs, and what it is concretely bad at.
A researcher proposes them, then two independent reviewers judge one question each: would a buyer evaluating this product seriously consider that one instead. 225 of 1,841 candidates failed and were deleted, including a font inspector matched to a dark mode extension. Only pairings that survived both rounds are published.
Not to be listed, and not to rank. Every position and filter result on this page is unpaid. A vendor can buy the sponsored panel above the results, which is labelled as such and sits outside the list rather than at the top of it: remove it and this page shows the same products in the same order. Where a link earns a commission that is disclosed on the page carrying it.
Prices and plan limits move without notice, so treat anything with a number on it as a starting point and check the vendor before you buy. Where a claim could go stale it carries the source it came from, which is the fastest way to tell.
Something missing here?
Anyone can submit a tool. A person reads every submission, checks the pricing against the vendor’s own page, and nothing is published until it passes.