Funding. We buy our own licences. No vendor pays for a review, a ranking, or a position in a comparison table.
Testing. Every tool in a comparison has been used on a real account for at least two weeks. Where we could not test something, the table says so.
Corrections. Pricing and feature errors are corrected in place with a dated note.
AI use. Drafting and copy-editing are assisted. Every comparison table is built from our own test notes.