Topic
brand entity
4 posts
- Knowledge graphs
Wikidata for Brands: Notability Criteria and a Realistic Path
Wikidata is the structured data layer that powers entity recognition across Google, LLMs, and most of the modern web. Here is what…
Beatrice Gamba13 May 2026 · 7 min - AI search optimisation
Cross-Platform Entity Consistency: The LLM-Era NAP
Local SEO has always known that NAP consistency matters. The LLM era extends that principle to every brand and every entity. Here…
Beatrice Gamba13 May 2026 · 5 min - Knowledge graphs
What It Takes to Earn a Google Knowledge Panel
Google's Knowledge Panels do not appear because you ask for them. They appear because Google's Knowledge Graph contains enough verified information about…
Beatrice Gamba13 May 2026 · 7 min - ML tutorials
Entity Disambiguation in Practice: When Your Brand Shares a Name with Something Else
If your brand name overlaps with a person, place, fictional character, or another business, AI systems may attribute your content to the…
Beatrice Gamba13 May 2026 · 6 min
