Free tools built on real tester data
Free tools for indie app developers
Machines check what machines can check. Real testers check the rest. Every tool here says plainly which parts are code, which are AI, and which need a real person.
Where the data comes from
Approved tester reports on indie apps have been read and tagged by theme (onboarding, pricing clarity, bugs, and so on). A tool only shows a stat once at least 10 different apps back it up. Below that, it falls back to a broader group rather than show a number that could point at one app. No individual app, tester or feedback quote is ever named by a tool.