Editorial policy

Independence

No vendor pays to be listed, ranked or reviewed, and no vendor sees a review before it is published. We don't use affiliate links. If that ever changes, we will label it clearly on every affected page.

Disclosure

The team behind this site also builds Maark, an SEO and GEO platform that includes AI visibility tracking. Maark's review says so, it is held to the same sourcing rules and criteria as every other tool, and it is not in our top picks by default.

Sourcing

Every factual claim about a tool comes from a primary source, usually the vendor's pricing or product page, which we link at the bottom of its review. Opinions, such as verdicts, "best for" and rankings, are ours, and we label them as such.

Corrections

If a fact is wrong or out of date, we fix it and update the page's verification date. Significant corrections are noted on the page.