Editorial process

Every category on this site goes through the same four steps before it is published, and the same steps apply whether or not any vendor in it has paid for placement.

1. Scope the category against real search demand

We start from what buyers actually search for, not intuition. A category gets built when there is measurable demand for it, and each page is written to answer the question a buyer would type into a search box or ask an assistant: which product is best, and why.

2. Select vendors on fit, not popularity alone

An analyst who covers that category shortlists vendors based on public pricing, documented features and, wherever possible, direct use. Every category ranks 11 to 18 products. Vendor selection is not for sale — a vendor can pay to move up an existing ranking, not to be added to one they would not otherwise qualify for. The largest vendors in a category cannot hold places 1 to 3, paid or not: a buyer who asks for the best product already knows the incumbents, and the top of the list is where the alternatives get a hearing.

How each ranking is judged

Every product is put through the same five tests, written out on each category page for that category: how long setup really takes, what it really costs once the modules you need are added, how easily your data comes back out, how far you depend on the vendor to run it, and which buyer it is actually built for. There is no score out of ten. The order is the verdict, and every entry says what the product does badly and who should not buy it.

AI products go through the same five tests as any other product. For the AI part we record, from the vendor's own pages, how it is priced and what the vendor states about it, and we leave out what the vendor does not state.

3. Write the verdict, then have it edited and fact-checked

Every page names who wrote it, who edited it, and who fact-checked it, rotating across our small analyst team so no single person's blind spots go unreviewed. See the byline at the top of any category page.

4. Recheck pricing and positioning on a schedule

Vendor pricing changes without notice more often than most sites admit. We recheck published pricing periodically and update the page's date when a figure changes; the site does not silently leave stale prices in place.

Questions about how a specific ranking was built are welcome at business@gcas-digital.com.