State the shelf
Use the ordinary words buyers, journalists, partners, and customers use for the choice.
Branding guide · AI descriptions
An answer system reduces many pages and sources into a short description. If the category, name, proof, ownership, products, or current facts disagree, the summary becomes vague or wrong.
category · entity · proof · source

Fix the underlying facts in this order. A polished summary cannot repair an unstable source system.
Use the ordinary words buyers, journalists, partners, and customers use for the choice.
Make the relationship among company, parent, product lines, people, and official domains explicit.
Give important claims a stable page, a date, a named source, and enough context to evaluate them.
Align high-authority pages before adding more content that repeats the contradiction.
Use the wrong answer as a clue to the source problem beneath it.
If a name, color, mark, message, voice, or page is starting to affect sales or trust, get the public-facing decision checked before rollout makes it harder to change.