Gen AI Tools
How we research and check listings
This page explains how listings and guides are researched, checked and corrected. The aim is to make the basis of every statement visible.
Official sources and checked dates
Listings are built from official vendor sources, such as product pages, documentation and pricing pages. Each listing records the date those sources were actually checked. When a vendor changes a plan, feature or name, the listing is updated after a new source check, not by refreshing a date automatically. If a detail cannot be confirmed from an official source, it is left out rather than guessed.
Vendor claims and direct observations
Vendor claims and direct observations are kept apart. A claim is what a company says about its own product. An observation is something seen while running a task directly. Most catalogue entries currently rest on vendor sources and are labelled that way. A tool is not described as tested unless a documented run supports it, and not every tool in the catalogue has been tested.
How AI assistants are used
AI assistants help with research, drafting and checking content. They can summarise documentation, suggest structure and flag inconsistencies, and their output is reviewed against the cited sources before publication. There is no expert panel behind the catalogue, and assistant-generated text is not presented as independent human testing. The publisher remains responsible for everything that appears on the site.
Pilots and workflow guides
A limited writing pilot compared Claude, ChatGPT and Gemini on three tasks, keeping nine responses in total. It does not name a general winner, because the useful answer depends on the task. The logo and product-video guides are documented workflow comparisons built from vendor sources. No hands-on runs have been completed for them yet, and the guides state this clearly.
Updates and corrections
If you spot an error, an outdated price or a missing source, send it through the contact page and choose the correction type. Include the page and, where possible, a link to the official source that shows the correct information. Corrections are checked against sources before a listing changes. Vendors can use the same route, but a correction request cannot change a verdict without supporting evidence.
Contact the publisher or suggest a correction →
Last updated 2026-11-12