knowledge graph
13 posts
- Knowledge graphs
The Three-Tier Entity Prioritisation Framework: Where to Start When You Can’t Do Everything
Most brands have more entities than they can realistically optimise simultaneously. The three-tier prioritisation framework gives you a defensible way to decide…
Beatrice Gamba13 May 2026 · 7 min - 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 - ML tutorials
Entity Audit Cadence: What to Check Weekly, Monthly, Quarterly
Entity SEO is not a one-time project. It is an operational discipline that compounds when maintained and decays when ignored. Here is…
Beatrice Gamba13 May 2026 · 6 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 - 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 - ML fundamentals
What Is a Knowledge Graph? How to Use It for Smarter Keyword Strategy
Knowledge graphs are how Google and AI search systems organise meaning. Here's the intro-level walkthrough — what they are, how Google builds…
Lazarina Stoy11 May 2026 · 13 min
