Rankings only become useful if commercial relationships cannot quietly rewrite the result. In this prototype, VIQQO technically separates commercial relationships from Match, APIX and category ranking. Commercial ranking influence is fixed at zero.
Payment, sponsorship or affiliate relationships cannot increase VIQQO Match, an APIX score or a category ranking. The data model enforces commercial ranking influence at zero.
If APIX earns from a click, signup or purchase, that relationship should be clearly disclosed near the action.
Material methodology or scoring corrections should be documented rather than silently overwritten.