
Eighteen months tracking 4,847 brand mentions across ChatGPT Search reveals six citation patterns that drive AI traffic. Real data, real experiments, one public mistake.
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Perplexity's Comet browser integration changed how citations work in ways most SEO advice hasn't caught up with. What 312 tracked Perplexity citations show about the new mechanics.
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Claude's native web search launched with different citation priorities than any other AI engine. Eight months of ClaudeBot behavior analysis shows what actually drives citations —…
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Gemini 3 powers AI Overviews 2.0, Gemini.google.com search, and Google Lens deep answers. One structural optimization approach reaches all three. Here's what the data actually shows.
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Two years after the Google-Reddit content deal, saturation has reshaped every subreddit worth chasing. I track what died, what adapted, and what actually still drives qualified…
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Quora's organic search footprint has collapsed. I stopped recommending it for three clients in early 2026 after watching traffic and citation value drop to near zero. Here's the…
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LinkedIn's 2025 algorithm rewrite changed what content surfaces, who sees it, and how it feeds into Google search. I track what shifted and what the new rules actually are in May 2026.
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AI-generated images flooded Pinterest through 2025, tanking engagement signals across visual categories. I track what the saturation did to Pinterest SEO, what survived, and what…
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A senior technical SEO breaks down five real HCU case studies — two recoveries, three failures — with forensic data, timeline tables, and the VAPOR framework for diagnosing…
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The January 2026 spam update killed more than link schemes. Here is what actually got hit — and why most post-mortems missed the real story.
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Google retired the standalone Product Reviews Update system in late 2025. Here's what actually changed for affiliate publishers — and what the consolidation means for strategy going…
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I manage SEO across a portfolio of 47 client sites. Different verticals, different sizes, different content strategies. When Google began the phased AIO 2.0 rollout in October 2025,…
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