How we evaluate
Same tasks, same rounds, dated verdicts. Built for tools that change monthly.
1. Same tasks on every contender
Each showdown defines a fixed task battery for its category — the emails, analyses, images, or workflows a real user runs — and every contender faces identical prompts. No cherry-picked demos, no vendor-supplied examples.
2. Five scored rounds
Capability, ease of use, ecosystem, trust signals (privacy terms, data practices, business stability), and price. Weights shift by category and we say so — a chatbot's ecosystem matters more than an image tool's.
3. Hands-on testing, disclosed
Unlike spec-sheet roundups, showdowns require working time inside each tool's current version — free tier at minimum, paid tier where the verdict depends on it. The test month is printed on every verdict.
4. Rematches on a schedule
Flagship categories get re-tested when either contender ships a major update. When a rematch flips the outcome, we update the article, keep the old verdict visible with its date, and explain what changed.
5. Money never scores
Vendor links are plain links unless a paid relationship exists — in which case it is labeled on the link and in our disclosure. No vendor pays for placement, scores, or verdicts, full stop.