How we test.
All tools are tested for a minimum of two weeks on a paid plan before we publish a score.
All tools are tested for a minimum of two weeks on a paid plan before we publish a score.
All tools are tested for a minimum of two weeks on a paid plan before we publish a score. We buy the plan a working creator would buy — not a press account, not a demo — and use it on live work until we know where it breaks. Tools that need longer to judge fairly get longer.
We test the jobs creators actually hire the tool for, not the feature matrix on the pricing page.
Time to first usable output, then time to a repeatable workflow. Tools that only make sense after a course get marked down.
We check the live pricing page, the checkout, and what the plan actually unlocks. Hidden seat minimums and export limits count against a score.
We open at least one real support ticket per tool and record the response time and whether it solved anything.
Exports, APIs, and the handoffs into the rest of a creator stack — editing, publishing, email, analytics.
SCORES ARE RELATIVE TO THE OTHER TOOLS WE TESTED IN THE SAME CATEGORY — NOT TO SOFTWARE IN GENERAL.
Testing happens inside real creator workflows — client video edits, published podcast episodes, live newsletter sends and paid product launches — on the same hardware and connections our readers use, not in a sandbox.
Reviewers disclose any paid relationship with a vendor and recuse themselves from that tool's score. Vendors never see a review before publication, and no vendor can edit, delay, or pull a review.
Some links are affiliate links, labeled on every page that uses them. Commission rates are never a scoring input, and we keep negative reviews of tools we earn from. Nothing in a roundup is bought.
Every review is re-tested at least twice a year, and immediately when a tool changes pricing, ships a major release, or breaks something. Each page shows its last-tested date.