Real ChatGPT answer · index seedbJNypZkU8F8completeBeauty and personal care · cosmeticsinformational
What active ingredients do dermatologists look for in anti aging night creams to repair sun damage accumulated over decades?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What active ingredients do dermatologists look for in anti aging night creams to repair sun damage accumulated over decades?
2 real searches · 1 real-search pass
American Academy of Dermatology photoaging retinoids tretinoin sunscreen age spots treatment ingredients niacinamide glycolic acidGoogle ↗
OBSERVEDConsequence
topical tretinoin photoaging randomized clinical trials retinoids review dermatology sunscreen skin cancer actinic keratosisGoogle ↗
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 (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
American Academy of Dermatology photoaging retinoids tretinoin sunscreen age spots treatment ingredients niacinamide glycolic acid Google ↗
topical tretinoin photoaging randomized clinical trials retinoids review dermatology sunscreen skin cancer actinic keratosis Google ↗
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- How to fade dark spots in darker skin tones · aad.org
- Tretinoin for Photodamaged Facial Skin: Systematic Review and Meta-Analysis of Randomized Controlled Trials · pmc.ncbi.nlm.nih.gov
- Topical tretinoin for treating photoaging: A systematic review of randomized controlled trials · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology photoaging retinoids tretinoin sunscreen age spots treatment ingredients niacinamide glycolic acid OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
topical tretinoin photoaging randomized clinical trials retinoids review dermatology sunscreen skin cancer actinic keratosis OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |