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 hid three false claims inside a mostly accurate technical article and asked five AI models to fact-check it Large language models a...
Can AI Fix Production PHP Without Creating New Problems? We gave the same vulnerable PHP checkout to ChatGPT, Gemini, Grok, Perple...
Can AI Fix Production PHP Without Creating New Problems? We gave the same vulnerable PHP checkout to ChatGPT, Gemini, Grok, Perple...
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.
Can AI Fix Production PHP Without Creating New Problems? We gave the same vulnerable PHP checko...
Can AI Fix Production PHP Without Creating New Problems? We gave the same vulnerable PHP checko...
I'm currently finishing The AI Visibility Handbook, a book about how brands, authors and ideas becom...
AI search is becoming remarkably good at removing the need to visit a website. Ask a question and,...
A few days ago we asked seven AI models a simple question about identity. We wanted to know how they...
