World Brand Lab
AI search
Articles tagged “AI search” in Insights.
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The Citation Economy: How AI Decides Who Gets Mentioned
Answer engines do not rank ten blue links—they choose a few names and sources. Understanding that selection logic is the real game behind AEO.
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InsightsWhat Changed in AI Mentions This Quarter
A Lab-style quarterly pattern review for AI search: engine disagreement, citation churn, category SOV shifts, and what brand teams should do next.
Jordan Okonkwo
InsightsBrand Value vs. AI Share of Voice
A high brand valuation does not guarantee mentions inside AI answers. Here's how Lab-backed value and answer-engine share of voice diverge—and what to do about it.
Priya Desai
InsightsEngine Disagreement on Category Prompts: A Lab Sample Readout
A methodological sample across locked category prompts: where ChatGPT, Perplexity, and Gemini agree on shortlists—and where framing splits. How brand teams should read disagreement.
Maya Chen
InsightsShare of Voice Is Not Preference
AI share of voice counts inclusion. Preference is about who gets recommended with trust. Separate the metrics—or you will celebrate the wrong wins.
Maya Chen