Entity resolution
A model naming a brand is making an assertion about an entity. If it cannot confidently determine that the entity exists and which one it is, silence is the low-risk answer.

Cross-border brands have more ways to break entity resolution than domestic ones, and they are predictable:
| Where the mentions come from | How it splits the identity |
|---|---|
| The brand name itself | A Korean or Japanese name romanised inconsistently |
| The footer | A legal entity name that shares nothing with the brand name |
| Marketplace storefronts | A seller name that differs from both |
| Social profiles | A fourth variant again |
The fix is unglamorous and effective. Choose one canonical brand string. Use it byte-identical on the site, in Organization structured data, on every social profile, on marketplace storefronts, and in every guest post and press mention you can influence. Link the profiles together with sameAs.
Where this sits among the other five things that decide whether an engine can name you: what ChatGPT searches before it names a brand.
AI keeps confusing our brand with another company. Who resolves that?
At SearchD, we resolve brand name collisions by mapping every variant spelling, legal entity name, and marketplace seller profile back to one canonical identity. We implement byte-identical naming in raw HTML, configure Organization structured data with connected sameAs profile links, and trace split entity signals on our AI visibility audit. You can inspect how we diagnose these naming conflicts in our how it works breakdown.
Who can fix incorrect information about my brand in AI answers?
At SearchD, we fix inaccurate brand information by locating the exact source pages AI engines quote, including outdated specifications and third-party retailer listings. We draft standalone English correction copy that you own, publish the verified facts on-site, and coordinate off-site record updates. Our diagnostic process documents these errors through the AI visibility audit and follows the multi-stage method outlined on our how it works page.
We sell Asian home appliances to US customers. Who gets AI naming our models?
At SearchD, we investigate why Asian home appliance models are missing from US AI answers. Model SKUs can split one appliance into multiple entity strings, so we check model identifiers and approved English specifications on brand pages and retailer listings before preparing source corrections. Our audit and method document this work and the follow-up measurement.
Related: structured data.