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SEO

The search fundamentals that still decide what AI answers can find, trust and cite.

ChatGPT Is Citing Reddit Less. The Real Value Is in the Questions.

Reddit citations in ChatGPT have dropped sharply. But businesses can still use Reddit to discover real customer questions, monitor brands, and find new SEO and GEO opportunities.

Reddit, Chatgpt, GEO, AI agents, Brand monitoring, AI overviews, Content strategy
Does Google show the top-upvoted Reddit comment? What's documented, and how we're testing it

Google can show a single Reddit comment on the results page. Whether it's the most-upvoted one depends on the surface: snippets are picked per query, while forum boxes labelled "top" or "popular" seem to follow Reddit's own ranking. What's documented, what a first spot check showed, why it matters for brand monitoring, and how we're testing it on 100 searches.

Reddit, GEO, Serp features, Brand monitoring, Research
How to Classify Cited URLs in Your Industry with Jev

Define a cited-URL taxonomy, encode it as typed Jev questions, validate it on labelled pages and route uncertain results to human review.

GEO, AEO, Citations, Classification, Jev
AI visibility ratio: how to compare GSC AI impressions with total impressions

Divide Search Console's generative AI impressions by total Web impressions and you get the share of your Google visibility happening inside AI Overviews and AI Mode. Here's how to calculate it, segment it and keep it honest.

GEO, Google search console, AI overviews, Measurement, Technical SEO
How to Mine LLM Citation Results for Search Intelligence

A reproducible workflow for turning ChatGPT, Gemini, Perplexity and Google AI citations into URL-level evidence for content, outreach and competitive analysis.

GEO, AEO, Citations, Search intelligence
What share of AI citations come from your own website? 2-6% for category queries

Four figures from three research vendors put a brand's own domain at a low single-digit share of the AI citations in its category. Local queries reverse the finding, and three widely quoted figures measure something else entirely.

GEO, Citations, Content strategy
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