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 repeated our 20-query AI Search Lab experiment on Gemini using exactly the same questions previously tested on ChatGPT. Reddit appea...
Reports suggest Reddit citations in ChatGPT have fallen sharply. Net Content SEO is starting a repeatable experiment using 20 identical...
After reports of a sharp decline in Reddit citations from ChatGPT, Net Content SEO ran 20 neutral queries across technology, products,...
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.
Reports suggest Reddit citations in ChatGPT have fallen sharply. Net Content SEO is starting a repea...
After reports of a sharp decline in Reddit citations from ChatGPT, Net Content SEO ran 20 neutral qu...
OpenAI has slowed parts of its frontier AI development after Astra showed signs of potentially criti...
We compared two technically identical blogs running the same Laravel codebase and content structure...
We asked ChatGPT, Gemini, Perplexity, Grok, Gemma and Llama the same question about Net Content SEO....
