Real ChatGPT answer · index seedFEMHNNs0osIcompleteBeauty and personal care · cosmeticsinformational
Can you explain which exfoliating acids are best for absolute beginners with sensitive skin who are trying to spend under twenty dollars?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain which exfoliating acids are best for absolute beginners with sensitive skin who are trying to spend under twenty dollars?
1 real search · 1 real-search pass
dermatologist advice exfoliating acids sensitive skin beginner PHA mandelic lactic acid sunscreen patch testGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
dermatologist advice exfoliating acids sensitive skin beginner PHA mandelic lactic acid sunscreen patch test Google ↗
- Shop product · sephora.com
- Shop product · ulta.com
- Shop product · sephora.com
- Shop product · ulta.com
- How to safely exfoliate at home · aad.org
- How to test skin care products · aad.org
- Alpha Hydroxy Acids · fda.gov