ChatGPT vs. Claude: Which AI Cited Your Brand?
Understand how ChatGPT and Claude cite brands differently. Learn AEO strategies to ensure accurate, positive brand mentions and secure citations in AI answers.
Playbooks and analysis for marketing and growth teams: track your visibility across ChatGPT, Claude, Gemini, Perplexity and Grok, find content gaps, benchmark competitors, and turn insights into publish-ready content with GEO-optimized workflows.
LLMs tracked (visibility score)
5+
Integrations for workflows
200+
Marketing teams
500+
Understand how ChatGPT and Claude cite brands differently. Learn AEO strategies to ensure accurate, positive brand mentions and secure citations in AI answers.
Prompt workflows
AI Recommendation Audit
When a buyer asks an AI assistant for a recommendation, they are no longer running a Google search — they are asking for a judgment. The AI synthesizes everything...
Positioning for AI Retrieval
Positioning has always been written for humans — for the homepage visitor, the prospect on a sales call, the buyer reading a proposal. But increasingly, a layer...
Share of Voice in AI Answers
Share of voice has always been a brand health metric — but it was measured in advertising impressions and media mentions. In an AI-mediated world, the most...
Trust Signal Blind Spots
Trust is the invisible infrastructure of every brand. Without it, positioning claims go unbelieved, recommendations go unconverted, and word-of-mouth stalls. Most...
Foundations
What Is Generative Engine Optimization (GEO)?
A marketer or growth professional who just heard "GEO" in a meeting, a podcast, or a vendor pitch and wants a confident, non-BS explanation they can repeat to their CMO. Most...
GEO vs SEO: What Changes When AI Becomes the Discovery Layer?
A marketer who already understands SEO wants to understand specifically what's different about GEO — not a generic "AI is changing search" post but a precise, functional...
What Is Answer Engine Optimization (AEO)?
Someone who heard "AEO" and wants a clear, fast explanation — possibly a content marketer or SEO lead trying to understand how to adapt their practice. AEO is often conflated...
What Is AI Share of Voice?
This page is for marketers who need a clear explanation of AI share of voice, what it changes in practice, and how to position the topic internally without falling back on...
GEO playbooks, visibility benchmarks, competitor intelligence, and content-gap strategies from Brand Armor AI.
Curated insights on AI search visibility, LLM benchmarks, content gaps, and actionable recommendations for marketing and growth teams.
Deep dives and thought leadership published on Medium's AI and technology publications.

Exploring the critical issue of AI hallucinations and their impact on brand reputation, revealing how large language models can spread misinformation about your company.

Understanding why ChatGPT, Claude, and other AI platforms provide varying responses to the same questions, and what it means for brand consistency.