... months, I ve been analyzing how AI answer engines discover and interpret websites. We re starting to see a pattern: robots.txt controls crawling sitemap.xml helps discovery structured data helps search engines But AI systems introduce something new: AI-ready artifacts like: ai.txt llms.txt ai-feed.json structured RAG indices Some companies are already publishing these. Most are not. My questions to builders and founders here: Are you exposing structured artifacts

... companies know how they re being cited, summarized, or interpreted by AI systems? SEO tools measure rankings. Analytics tools measure clicks. But AI answer engines introduce a new layer: Are you cited? Which sources are used? Are structured artifacts discoverable? Is your brand being summarized accurately? I ve been building infrastructure to analyze this (AI-ready artifacts

... Gemini, Copilot, Claude, Perplexity, and other AI systems. I m the Founder of NeuralBubble the Global AI Visibility Engine. At NeuralBubble, we built an AI Visibility Infrastructure platform focused on GEO (Generative Engine Optimization). Our system analyzes AI-ready artifacts, structured signals, and citation patterns using proprietary indices the GEO Readiness Index (GRI) and Artifact

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