Guides, comparisons, and insights on AEO, GEO, and AI brand visibility.
We sampled ChatGPT, Gemini, Grok, and Perplexity on the same 5 prompts × 4 runs and pulled 700 cited URLs. The intersection of all four top-10 lists is exactly 1 domain. Half the brands they recommend, they don't cite. Single-model GEO leaves 75% of the surface area on the table.
Read more →We tracked 34 AI SEO creators across ChatGPT, Gemini, and Perplexity for 6 days. Each creator has a different reputation per AI. The model you optimize for completely changes who surfaces.
Read more →A programmatic SEO case study with real logs: time-to-first-AI-citation under 6 hours, 187 Perplexity citations in 18 hours, 8 different prompts triggered. What RAG-friendly content actually looks like in production.
Read more →72 queries across ChatGPT, Gemini, and Perplexity asking who teaches AI agents and automation on YouTube. Four intents returned four completely different #1 creators. ChatGPT and Gemini barely named the same person.
Read more →Which AI agents creators do ChatGPT, Gemini, and Perplexity recommend in 2026? We measured 72 AI queries across 4 learning intents. Every intent has a different #1.
Read more →Which AI SEO creators do ChatGPT, Gemini, and Perplexity actually recommend in 2026? We ran 90 queries and measured — here are the 10 creators that surface most, ranked by position-weighted visibility.
Read more →90 queries across ChatGPT, Gemini, and Perplexity asking for the best backpacking tent. Six phrasings returned four different brand winners. Hilleberg only wins bad-weather prompts. REI only wins budget and beginner. The single-winner leaderboard doesn't exist.
Read more →Which backpacking tent brands do ChatGPT, Gemini, and Perplexity actually recommend in 2026? We ran 75 AI queries across 5 buying contexts. Big Agnes leads overall; Hilleberg wins bad weather; REI Co-op wins budget and beginners.
Read more →90 queries across ChatGPT, Gemini, and Perplexity asking for the best AI SEO creators. Three different #1 winners came back. And Julian Goldie — who wins the 'tactical' intent outright — never shows up on ChatGPT at all.
Read more →Complete technical reference for the AI Attention Score (AAS), Visibility Rate, Share of Voice, rank determination, entity detection, and competitor discovery.
Read more →We're publishing our full scoring methodology: how AAS, Visibility Rate, and Share of Voice are computed, how rank is determined, and what the limitations are.
Read more →AI visibility experiment results
Read more →AI visibility experiment results
Read more →AI visibility experiment results
Read more →BYD outsells Tesla globally but scores 1/3 in AI recommendations. We tracked 6 EV brands across 7 AI models. The Western bias is real.
Read more →Claude is the best AI model. But Anthropic ranks 4th in AI visibility — behind DeepSeek. Product quality and brand visibility are different games.
Read more →Claude Code dropped 57% in AI visibility in one day. Rivian doubled. New products get wildly inconsistent AI recommendations.
Read more →Windsurf raised over $1B. Its AI visibility score is 13. GitHub Copilot scores 93. What actually determines whether AI recommends your product?
Read more →A detailed comparison of AIAttention and Otterly.ai for AI visibility tracking. Compare features, pricing, and use cases to choose the best AEO analytics platform.
Read more →Compare AIAttention and Profound for AI search optimization. See how these AEO platforms differ in features, pricing, and approach.
Read more →A comprehensive comparison of the best AEO and GEO analytics tools in 2026, including AIAttention, Otterly.ai, Profound, Gauge, Peec AI, Scrunch, and more.
Read more →Answer Engine Optimization (AEO) is the practice of optimizing your brand's visibility in AI-generated answers. Learn what AEO is, why it matters, and how to get started.
Read more →Understand the key differences between Answer Engine Optimization (AEO) and Search Engine Optimization (SEO), and why modern brands need both strategies.
Read more →Learn how to measure and track your brand's visibility in AI-generated responses from ChatGPT, Gemini, Perplexity, and other AI models.
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