Real ChatGPT answer · index seedcbjVxvFiVWIcompleteBeauty and personal care · anti-aginginformational
Are peptide serums a good alternative to retinol for daytime use under makeup, especially for someone whose skin turns red and peels easily from vitamin A products?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are peptide serums a good alternative to retinol for daytime use under makeup, especially for someone whose skin turns red and peels easily from vitamin A products?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
topical peptides skincare evidence photoaging sensitive skin retinol comparison dermatology review Google ↗
American Academy Dermatology retinoid irritation peeling sensitive skin moisturizer sunscreen Google ↗
- Cosmeceuticals in photoaging: A review · pmc.ncbi.nlm.nih.gov
- Novel Cyclized Hexapeptide‐9 Outperforms Retinol Against Skin Aging: A Randomized, Double‐Blinded, Active‐ and Vehicle‐Controlled Clinical Trial - Chang - 2025 - Journal of Cosmetic Dermatology · doi.org
- Oral and topical peptides for skin aging: systematic review and meta-analysis of randomized controlled trials · pmc.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
topical peptides skincare evidence photoaging sensitive skin retinol comparison dermatology review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology retinoid irritation peeling sensitive skin moisturizer sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |