How MCXAI researches, reviews and corrects content
Product pages and guides are reviewed for usefulness, factual support, product accuracy and search-intent uniqueness before indexation.
Evidence before publication
A page labelled as a working tool requires a recorded test input, output, reviewer, date, configuration and limitations. A public provider-pending preview does not qualify as a working tool; it requires a distinct task, original reviewed explanation and media, accurate metadata, meaningful links and a visible statement that processing is unavailable.
Sources and screenshots
Externally verifiable claims need primary sources where possible. Screenshots and worked examples must be created or licensed by MCXAI.
Corrections
Material errors should be corrected promptly, with the reviewed date and change note updated. Corrections never erase relevant test limitations.