How GPT Results Differ from Google Search
The Complete LLM-SERP Overlap Study
Download our groundbreaking research analyzing 18,377 queries to reveal how LLM citations fundamentally differ from traditional search rankings. Essential insights for modern SEO strategy.Domain vs. URL-level overlap analysis
Model-by-model comparison (GPT, Perplexity, Gemini)
Strategic recommendations for LLM optimization
Real data from a 2-month study period
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What’s Inside
The Research
Comprehensive analysis of 18,377 semantically matched query pairs across Perplexity, GPT-4, and Gemini.
Get the ReportThe Proof
Hard data revealing why URL-level overlap remains consistently low across all models.
Get the ReportYour Action Plan
Actionable recommendations for optimizing content for both traditional search and LLM systems.
Get the Report“Three out of four pages that LLMs cite don't even rank in Google's top results. Your competitors are getting cited while you're invisible to ChatGPT. This study shows exactly why—and how to fix it.”
Manick Bhan CEO & Founder, Search Atlas