SEO & AI
How search and AI-assisted workflows evolve — and how to stay credible.
Google AI Overviews vs Perplexity Citations: Where Source Selection Differs
Google AI Overviews vs Perplexity Citations: Where Source Selection Differs If you track AI visibility seriously, you stop asking only whether your brand…
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AI Visibility Score Benchmarks: What Counts as Good for a Smaller Website?
AI Visibility Score Benchmarks: What Counts as Good for a Smaller Website? A smaller website does not need an enterprise-level AI visibility score to be d…
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GEO for Product Pages: Can Commercial URLs Earn Citations in AI Answers?
GEO for Product Pages: Can Commercial URLs Earn Citations in AI Answers? Commercial pages can earn citations in AI answers, but not in the same way explai…
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Brand Mentions vs Source Citations in GEO: Which Signal Matters More?
Brand Mentions vs Source Citations in GEO: Which Signal Matters More? Generative Engine Optimization has made one awkward measurement problem impossible t…
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AI Search Reporting for Clients: Which Metrics Mean Something and Which Do Not
AI Search Reporting for Clients: Which Metrics Mean Something and Which Do Not AI search reporting gets distorted when teams treat every new dashboard wid…
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Can llms.txt Help GEO, or Is It Mostly a Nice-to-Have Right Now?
Can llms.txt Help GEO, or Is It Mostly a Nice-to-Have Right Now? llms.txt is one of the more interesting ideas to emerge from the GEO conversation because…
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ChatGPT vs Perplexity Citations: How Source Selection Differs in Practice
ChatGPT vs Perplexity Citations: How Source Selection Differs in Practice If you treat AI search as one citation ecosystem, you will misread what visibili…
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Can the Same Content Win in Google Search and AI Answers at the Same Time?
Can the Same Content Win in Google Search and AI Answers at the Same Time? Yes, one page can perform well in traditional search and also earn citations in…
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GEO Metrics That Actually Matter: What to Measure Beyond Basic Mentions
GEO Metrics That Actually Matter: What to Measure Beyond Basic Mentions Most teams start GEO measurement by asking a simple question: did our brand get me…
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AI SEO Audit Tools: What They Catch Well, and Where They Still Miss Things
AI SEO Audit Tools: What They Catch Well, and Where They Still Miss Things AI SEO audit tools are useful now, but mostly because they sit on top of establ…
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How AI Crawlers Discover, Index, and Reuse Website Content in 2026
How AI Crawlers Discover, Index, and Reuse Website Content in 2026 AI crawlers are no longer a side issue for publishers. They affect whether your content…
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Do You Need GEO If SEO Already Works: Where to Invest Next in 2026
Do You Need GEO If SEO Already Works? Where to Invest Next in 2026 If your SEO program already brings in qualified traffic, GEO is not a reason to throw t…
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Entity SEO for AI Search: Why Clear Entities Matter More in GEO Workflows
Entity SEO for AI Search: Why Clear Entities Matter More in GEO Workflows Entity SEO matters more in AI search because answer engines do not rely on keywo…
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Can Small Businesses Win at GEO Without a Big Content Team in 2026?
Can Small Businesses Win at GEO Without a Big Content Team in 2026? Small businesses can win at GEO, but not by trying to publish like a media company. Th…
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Google AI Overviews vs ChatGPT vs Perplexity: Where Visibility Works Differently
Google AI Overviews vs ChatGPT vs Perplexity: Where Visibility Works Differently If you treat AI visibility as one channel, your measurement will lie to y…
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GEO vs AEO vs LLMO: What Really Changes Between These Terms?
GEO vs AEO vs LLMO: What Really Changes Between These Terms? Search teams keep inventing new labels for a shift that is already happening in production. U…
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