About

Every tool here was paid for, set up, and used on real work before it earned a listing.

What we list

Tools we paid for, set up, and used on real work for at least a week. If nobody here used it, it does not get a listing, however well known it is.

What we check

The cheapest plan that is actually usable, what the free tier really allows, which integrations work when you connect them, and whether your work trains the model by default.

What we turn down

Wrappers with nothing added, tools that will not say what happens to your data, and anything whose pricing page cannot be read straight. We also turn down anyone who offers to pay for a place.

Recorded per listing

What it does One line, written by us, not the vendor
Cheapest usable plan Per user per month, checked monthly
Free tier The actual limit, not the headline
Integrations Tested by connecting them
Data policy Whether your work trains the model
Where it stops The limit we hit in a week of use
Editor score Setup, output, price, support
Last tried And every correction since

How this is paid for

Readers pay for it. There is no sponsored placement, no affiliate ordering and no arrangement under which a vendor can influence where they appear or what their score is. A tool that offers to pay for a listing is noted and turned down.

Listings do carry a link to the tool. That link is how a maker gets discovered here, and it is the only thing a listing buys — never a position, never a score.


Submit a tool Report wrong pricing Review policy

Questions

Can a company pay to be listed here?
No. There is no sponsored placement, no affiliate ordering, and no arrangement under which a vendor can influence where they appear or what their score is. A tool that offers to pay is noted and turned down.
How is a tool scored?
An editor uses it on real work for at least a week and scores it out of 100 on setup, output quality, price to value, and support. Vendors are told their score; they cannot change it.
Why do some listings have no score?
A tool submitted by its maker is listed before an editor has tested it. Until that test happens the listing carries no score at all. That is missing information, not a low rating.
What does a listing cost a maker?
Nothing. A free listing is published once the badge appears in the HTML of the maker’s own site, which is how we confirm the listing is wanted. There is no paid tier.
Why was a tool removed?
Either its site stopped responding on our daily check, or the badge it published with disappeared and did not come back within the grace period. Both are reversible: fix it and verify again.

145

Tools listed

640

Hours of testing on file

71

Submissions turned down in 2026

12

Tools delisted