How do peptides compare to retinol for smoothing fine lines on aging skin without causing peeling and redness
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do peptides compare to retinol for smoothing fine lines on aging skin without causing peeling and redness
1 real search · 1 real-search pass
topical peptides skin aging fine lines clinical evidence review retinol irritation randomized trials dermatologyGoogle ↗
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
topical peptides skin aging fine lines clinical evidence review retinol irritation randomized trials dermatology Google ↗
- Novel Cyclized Hexapeptide‐9 Outperforms Retinol Against Skin Aging: A Randomized, Double‐Blinded, Active‐ and Vehicle‐Controlled Clinical Trial · pmc.ncbi.nlm.nih.gov
- Cosmeceuticals in photoaging: A review · pmc.ncbi.nlm.nih.gov