How we test

Most "best tools" lists are rewritten marketing pages. We do the work instead.

1. Same tasks for every tool

For each category we write a fixed set of real business tasks: for example, summarising the same one-hour meeting recording, or drafting the same five customer emails. Every tool gets the identical input.

2. We measure, not guess

We record how long each task takes, how many steps it needs, what it costs at the plan you'd actually need, and we score the output quality against a written checklist.

3. We use real accounts

We sign up the way you would, on free trials or paid plans, and keep screenshots of every result.

4. Retested regularly

Software changes fast. We re-run tests when tools release major updates, and the date on every review shows when it was last checked.

5. AI-assisted, human-approved

We use AI agents to run tests at scale and draft write-ups. Nothing is published until a person has reviewed the results and the article.

Money

We earn affiliate commissions from some tools. Commissions never change scores or rankings, and we include tools that pay us nothing when they're the best choice.