Entity Mapping 101: How to Make Sure AI Models Recognize Your Company as a Real Entity — Not Just a String of Text
Type your company name into ChatGPT. If the model produces an accurate, confident summary, your entity signals are working. If it hedges, hallucinates, or declines — you have a string, not an entity. Entity mapping is the discipline of building the structured, corroborated, consistent signals that transform your brand from a text pattern AI models sometimes recognize into a distinct, well-defined entity they can accurately describe and consistently cite. This guide covers the full technical stack: Organization schema with @id and sameAs, Person entities for named authors, Wikidata registration, Google Business Profile optimization, NAP consistency, topical entity association, and a complete implementation checklist with priority order.
What Is Entity SEO? The Complete Guide for B2B Brands Who Want to Be Found by AI and Google
Keywords got you ranked. Entities will get you cited. Entity SEO is the practice of making your brand clearly understood and recognized as a credible, trusted source by Google's Knowledge Graph and AI retrieval systems — and it's the single most important shift B2B marketers haven't made yet. This complete guide explains what entities are, why they matter more than ever in the AI search era, and gives you a practical step-by-step playbook to audit and build your brand's entity signals from the ground up.
Indexed vs. Amplified: What Actually Gets Your Content Surfaced by AI — Publishing Alone or Distributing Across LinkedIn, Google Business, Facebook, and Reddit?
Most marketers assume AI models find content the same way Google does. They don't. Publishing and indexing your content is necessary — but it's not enough to consistently earn citations from ChatGPT, Perplexity, or Google AI Overviews. The missing piece is entity signal: the cross-platform corroboration that tells AI systems your brand is real, credible, and authoritative. Here's what the evidence shows about which platforms actually matter — and in what order.