Real ChatGPT answer · index seedly7OX56bgSccompleteBeauty and personal care · clean beautycommercial
Can a sixty five year old use vitamin C serum safely alongside prescription retinol for hyperpigmentation?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can a sixty five year old use vitamin C serum safely alongside prescription retinol for hyperpigmentation?
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
American Academy of Dermatology retinoid vitamin C hyperpigmentation sunscreen sensitive mature skin guidance Google ↗
Cleveland Clinic vitamin C serum retinol together irritation dermatologist Google ↗
- Retinoid or retinol? · aad.org
- How to fade dark spots in darker skin tones · aad.org
- How do I know if I'm using the right sunscreen? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology retinoid vitamin C hyperpigmentation sunscreen sensitive mature skin guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Cleveland Clinic vitamin C serum retinol together irritation dermatologist OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |