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ChatGPT reshapes user questions by injecting words into its hidden fan-out searches. Peec analyzed 5 million query fan-outs collected April 1–21, 2026 (full study); top injected words: best, top, comparison, reviews, tools, software, features.
  • “Best” is #1. For advice-style questions (“Should I use X?”, “Do you recommend Y?”), ChatGPT injects “best” into 24.3% of fan-outs — nearly every fourth answer. “Which Samsung Galaxy should I get?” becomes “best Samsung Galaxy phones comparison 2026”. This is why listicles built around “10 Best…” match what AI is actually searching — see Why listicles get cited.
  • “Reviews” is #3. ChatGPT hunts for review content even when the user never asked for reviews. Review sites — including small ones like Sitejabber — directly shape how AI describes brands; see Review sites in AI search.
  • Current year in 5.44% of prompts (Grok adds it even more often). Fresh, dated content is more retrievable — updating the pages already cited by AI beats refreshing a whole site.
Content implication: position around “best for [specific need]”, weave in review evidence and ratings, and keep key pages current. Definition and RRF mechanics: What is a query fan-out. Source: Patterns we see in ChatGPT query fanouts, Peec (Tomek Rudzki), May 2026.