The problem with AI tool reviews
Most pages that rank for a tool name are written by the company that sells it, or by a competing company that also sells something similar. Both have an interest in a conclusion. A price is easy to copy wrong, and a plan limit quoted from memory is worse than no plan limit at all. So we separate what we can check from what we cannot, and we label every page with which one it is.
Label one: research review
A research review answers the question you have before paying, using only what the company puts in writing.
- Prices, plan names and quotas are read on the company’s own pricing page or checkout, on the date shown at the top of the page.
- Limits are read from the same page: what a plan does not include matters more than what it does.
- The tools’s own documentation, changelog and terms are read for what the product claims to do and for the conditions attached to a plan.
- Where two pages of the same publisher disagree, both figures appear and the disagreement is stated.
- No score is shown, because no test was run.
- At least one real drawback is published. If we cannot find one, the page says what the limit is rather than hiding it.
A research review is not a substitute for trying the tool. It is what you read while deciding whether trying it is worth your afternoon.
Label two: hands-on review
A hands-on review adds a real test on a real plan.
| Requirement | Detail |
|---|---|
| A paid or trial plan | The receipt is kept, with the amount and the date |
| The same task for every tool | Each tool in a group is given the same job, so the results can be compared |
| Screenshots from inside | Six to ten, including at least one failure or limit |
| Numbers | How long the test took, how long each task took, what twelve months really cost |
| A score out of ten | Five criteria, weighted the same way for every tool |
A hands-on review carries a score. A research review never does, and the label at the top of the page is the signal.
What makes a page wait
A page is held back, not published with a guess, when: the pricing cannot be read on the company’s site, the tool’s own pages contradict each other on price, or a claim in the verdict cannot be traced to a source we can name. You will see pages that say a price could not be verified. That is the rule working, not a hole in the page.
Corrections
Found a price that moved or a plan that changed? Write to hello@neuralminute.com with the page address. Corrections of fact are applied and dated in the page’s update log. A company can correct a fact. It cannot approve a verdict.