Real ChatGPT answer · index seedS9hiqnsPKDccompleteBeauty and personal care · anti-aginginformational
Can you recommend a really good budget friendly glycolic acid toner that actually works on fine lines without costing a fortune?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend a really good budget friendly glycolic acid toner that actually works on fine lines without costing a fortune?
1 real search · 1 real-search pass
glycolic acid topical fine lines evidence dermatology sunscreen retinoid irritation glycolic acid tonerGoogle ↗
OBSERVEDReason
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
glycolic acid topical fine lines evidence dermatology sunscreen retinoid irritation glycolic acid toner Google ↗
- Comparative efficacy of topical interventions for facial photoaging: a network meta-analysis · pmc.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org
- Alpha Hydroxy Acids · fda.gov
- Glycolic Acid: Benefits for Skin and How To Use · health.clevelandclinic.org
- Shop The Ordinary · sephora.com
- Shop The INKEY List · sephora.com
- Shop Pixi · ulta.com