We study how AI systems discover, interpret and reconstruct information — and what it takes for brands, authors and ideas to remain visible when search becomes generative.
We compared two technically identical blogs running the same Laravel codebase and content structure in different languages. One has 319...
We asked ChatGPT, Gemini, Perplexity, Grok, Gemma and Llama the same question about Net Content SEO. Their answers show how differently...
AI agents are becoming a new class of web users. That could change how websites are structured, understood and discovered — and w...
Research, experiments and frameworks about AI visibility, AI Search and how machines reconstruct information.
Reproducible experiments comparing models, retrieval, reasoning and hallucinations.
Explore →What visibility means when search engines become answer engines.
Explore →Search engines, AI answers, rankings, retrieval and the changing discovery ecosystem.
Explore →How NetContentSEO designs experiments and separates observations from assumptions.
Explore →NetContentSEO is an independent research and publishing project focused on AI visibility: retrieval, attribution, reconstruction, hallucinations and the factors that influence how AI systems interpret brands, authors and online content.
We asked ChatGPT, Gemini, Perplexity, Grok, Gemma and Llama the same question about Net Content SEO....
AI agents are becoming a new class of web users. That could change how websites are structured, unde...
AI Search Visibility Is More Than Getting a Citation A citation looks like success. But it...
AI Search Is Not Necessarily Answering the Query You Typed A search query used to look rela...
What If AI Citation Is Partly a Compression Problem? Why does an AI system cite one useful...
