Are ai.txt and llms.txt becoming the new robots.txt?
Over the past few 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....
Is anyone actually measuring how AI answer engines represent their brand?
Over the past year, I’ve been studying how AI answer engines (ChatGPT, Google AI Overviews, Copilot, Perplexity, Claude, etc.) surface and summarize brands. Something interesting is happening: Traffic from traditional search is declining AI summaries are replacing blue links Brands are being represented before users even click But here’s the real question: 👉 Do companies know how they’re being...
Founder, NeuralBubble — Building AI Visibility Infrastructure for the AI Search Era
I help organizations be discovered, cited, and trusted in the AI search era — where answers are generated by ChatGPT, 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...
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KnowVid AI
KnowVid AI, a member of NVIDIA Inception & Microsoft Founders Hub. The KnowVid AI Widget/Dashboard is perfect for learners to perform deep learning via suggest queries and magic words (Conversation starters, NO prompt engineering skills required). The widget is very intuitive, helping learners on their knowledge mining journey, and empowering them with an experience they never had before while...