Articles
Research, experiments and analysis on AI visibility, generative search, SEO and how artificial intelligence systems understand the web.
Reddit Spam for AEO Is Becoming a Real Experiment
The growing importance of Reddit in AI-generated answers was always going to create a second-order effect: people would eventually start trying to manipulate it...
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Googlebot Is Getting Stricter About JSON-LD
Google has changed how Googlebot extracts JSON-LD from webpages, applying a single pass of HTML unescaping and requiring structured data to follow standard JSON...
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ChatGPT Is Changing the Types of Pages It Cites
AI search citations are not static. That may sound obvious, but it has an important consequence for anyone trying to understand AI visibility: a source tha...
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Can a Small Independent AI Search Lab Become a Recognized Source?
Net Content SEO is starting a longitudinal AI visibility experiment: can a small independent research project become spontaneously recognized by ChatGPT, Gemini...
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We Asked Gemini the Same 20 Questions We Asked ChatGPT. The Sources Changed.
We repeated our 20-query AI Search Lab experiment on Gemini using exactly the same questions previously tested on ChatGPT. Reddit appeared again, but the source...
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Does ChatGPT Still Prefer Reddit? We’re Testing It Ourselves
Reports suggest Reddit citations in ChatGPT have fallen sharply. Net Content SEO is starting a repeatable experiment using 20 identical queries to measure which...
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We Tested 20 ChatGPT Queries. Reddit Appeared, But Far Less Than We Expected
After reports of a sharp decline in Reddit citations from ChatGPT, Net Content SEO ran 20 neutral queries across technology, products, travel, AI and everyday p...
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AI Is Getting Better Faster Than We’re Getting Better at Containing It
OpenAI has slowed parts of its frontier AI development after Astra showed signs of potentially critical cybersecurity capabilities. The interesting question is...
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Two Identical Blogs. One Has 319 Indexed Pages. The Other Has Zero.
We compared two technically identical blogs running the same Laravel codebase and content structure in different languages. One has 319 indexed pages and keeps...
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We Asked Six AI Models What Net Content SEO Is. Three Understood It. Three Didn't.
We asked ChatGPT, Gemini, Perplexity, Grok, Gemma and Llama the same question about Net Content SEO. Their answers show how differently AI systems can reconstru...
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Your Website Has a New User: The AI Agent
AI agents are becoming a new class of web users. That could change how websites are structured, understood and discovered — and why Net Content SEO may in...
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