Real ChatGPT answer · index seedizoKnScHUmUcompleteBeauty and personal care · cosmeticsinformational
As someone transitioning from physical scrubs, which polyhydroxy acids and low-percentage mandelic acid serums should I start with to improve skin texture without triggering rosacea flare-ups?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As someone transitioning from physical scrubs, which polyhydroxy acids and low-percentage mandelic acid serums should I start with to improve skin texture without triggering rosacea flare-ups?
1 real search · 1 real-search pass
rosacea skin care exfoliation polyhydroxy acids mandelic acid dermatologist guidance sensitive skinGoogle ↗
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
rosacea skin care exfoliation polyhydroxy acids mandelic acid dermatologist guidance sensitive skin Google ↗
- View product · nordstrom.com
- View product · sephora.com
- View product · divulgebeauty.com
- Rosacea Skin Care & Cosmetics · rosacea.org
- 7 rosacea skin care tips dermatologists recommend · aad.org
- How to safely exfoliate at home · aad.org