AI Labs
Research, experiments and analysis from NetContentSEO on this topic.
Can an LLM Recognize a Small Publisher Before Google Fully Trusts It?
Can an LLM Recognize a Small Publisher Before Google Fully Trusts It? Traditional SEO has trained publishers to think of visibility as something earned gradually. A new domain is c...
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From Generic SEO Term to Recognized Entity: What Changed in Google in 20 Days?
On August 7, 2026, we ran a simple Google search for “Net Content SEO.” The result was not particularly encouraging, but that was precisely why we s...
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The Web Is Starting to Publish Rules for AI Agents
Yesterday, the idea that websites may soon receive visitors that aren't human sounded like a prediction. Now there is another piece of the puzzle: people are a...
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We Created a Public Research Repository. Minutes Later, Meta AI Found Us.
Net Content SEO was absent from a neutral Meta AI query about independent AI search research labs. After publishing our methodology and experiment on GitHub, we...
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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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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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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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