How We Review
Our articles are researched, not hands-on tests. Here's exactly how each one is made.
1. We start with the listing
When a new tool appears on AppSumo, we collect its listing: features, plans, limits, prices, FAQs and buyer ratings. We treat all of it as marketing copy, not proof.
2. We read the demo video
If the tool has a product video, we transcribe it and compare what it shows with what the listing claims.
3. AI helps write the article
The article is drafted with AI, using only those sources. It's told not to invent numbers, customers or results, and to point out real limits such as plan caps, credits and missing features.
4. We don't test the tools hands-on
We haven't used these tools on real work, and every article says so. We don't give scores, because we'd have nothing to base them on. Check the details yourself before you buy.
5. Comparisons work the same way
We compare two tools from the same category and only when one buyer would weigh them against each other. Each round goes to whichever tool the listings support better, or a tie when they don't settle it.
6. Prices change
Prices and deal dates come from AppSumo when an article is written. They can change at any time, so check the listing. We may earn a commission from some links. See our affiliate disclosure and editorial policy.