Real ChatGPT answer · index seedfIawJxMAt9ocompleteBeauty and personal care · cosmeticsinformational
What gentle exfoliating acids for beginners can I safely use tonight to prep my skin for a big event tomorrow without causing redness?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What gentle exfoliating acids for beginners can I safely use tonight to prep my skin for a big event tomorrow without causing redness?
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). 1 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 exfoliation at home chemical exfoliants irritation sensitive skin advice Google ↗
Cleveland Clinic chemical exfoliation lactic acid PHA beginner irritation patch test Google ↗
- How to safely exfoliate at home · aad.org
- How to test skin care products · aad.org
- Alpha Hydroxy Acids · fda.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology exfoliation at home chemical exfoliants irritation sensitive skin advice OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Cleveland Clinic chemical exfoliation lactic acid PHA beginner irritation patch test OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |