LLM SEO
23 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 - Knowledge graphs
The Case for Entity Hubs Over Keyword Landing Pages
Keyword landing pages chase rankings for queries. Entity hubs build authority for concepts. Here is why one of these approaches compounds in…
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 - Implementation guides
What Schema.org @id Does and Why Your Entity Graph Falls Apart Without It
The @id property is the single most important technical element of structured data for entity recognition. Without it, your schema markup is…
Beatrice Gamba13 May 2026 · 6 min - AI search optimisation
Why Entity Relationship Mapping Is Critical for Brand Visibility
Individual entities have limited value. Connected entity networks are what create exponential authority. Here are the six relationship patterns that turn isolated…
Beatrice Gamba12 May 2026 · 10 min - ML tutorials
Entity-Based Search in the LLM Era: How Google Structures and Interprets Entities
Search has shifted from matching keywords to understanding entities. Here is what that means in the LLM era, how Google's Knowledge Graph…
Beatrice Gamba12 May 2026 · 10 min - ML tutorials
How to Audit Entity Structure in Modern Search
An entity structure audit validates whether your site communicates the entities you intend Google and AI systems to recognise. Here is the…
Beatrice Gamba12 May 2026 · 11 min - Implementation guides
How Structured Data Reinforces Entity Understanding in AI Search
Structured data turns your content from text Google has to interpret into facts machines can read directly. Here is how schema.org, JSON-LD,…
Beatrice Gamba12 May 2026 · 12 min - Knowledge graphs
How Entity Blueprints Turn Brand Knowledge into Search Signals
Before you can optimise for AI search, you need to know which entities your brand even has, where they exist online, and…
Beatrice Gamba12 May 2026 · 8 min - AI search optimisation
5 Steps to Identify and Fix Entity Recognition Gaps That Block LLM Visibility
Five specific entity gaps stop LLMs from citing your content with confidence. Here is how to spot each one in your own…
Beatrice Gamba11 May 2026 · 7 min - AI search optimisation
How Entities Power Query Fan-Out in AI Search
Most of the searches happening on your behalf right now were never typed by anyone. Here is how AI systems generate entity-driven…
Beatrice Gamba11 May 2026 · 8 min
