structured data
8 posts
- Implementation guides
Structured Data Automation with Python: Detect, Generate and Validate JSON-LD at Scale
Stop typing schema by hand. Structured data is a standardised format for providing information about a page and classifying the page content.…
Lazarina Stoy22 Oct 2026 · 16 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 - 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 - 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
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
