Research & Experiment
Use tested findings and measured patterns to decide what deserves your time.
41 videos

Research & Experiment
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Key takeaways
- 0:54AI citations come from a stable 'source set' of trusted pages that repeat across answers, not from stable ranking positions like Google. You must get into this trusted source set rather than optimize for volatile rankings.
- 2:14Path A targets competitor-only roundup pages in 48 hours by pitching positioning rather than features—showing how your brand fills a gap in their existing list without requiring new content creation.
- 5:21Pages covering multiple related angles and ranking in Google's top 10 for four or more related keywords receive almost five times more AI citations because they answer the multiple subqueries AI breaks down from broad prompts.
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Review compact, data-backed findings on citations, social discovery, hallucinated URLs and AI shopping.
AI Ranking Signals
See which authority, freshness, structure and brand signals correlate with citations in answer engines.
AI Search Research Deep Dives
Study large experiments on citation factors, health answers, self-citations, AI publishing and Reddit visibility.
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Benchmark salaries, seniority and agency profitability against measured industry patterns.







































