Real ChatGPT answer · index seedMqIJvblPUygcompleteBeauty and personal care · clean beautyinformational
How do natural chemical exfoliants in clean beauty compare to traditional glycolic acid when dealing with postpartum texture and dullness?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do natural chemical exfoliants in clean beauty compare to traditional glycolic acid when dealing with postpartum texture and dullness?
3 real searches · 1 real-search pass
American Academy of Dermatology glycolic acid exfoliation sensitive skin alpha hydroxy acids guidanceGoogle ↗
OBSERVEDInstruction
postpartum skin changes exfoliating acids breastfeeding glycolic acid dermatologyGoogle ↗
OBSERVEDConsequence
FDA alpha hydroxy acids sun sensitivity glycolic acid skincareGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
American Academy of Dermatology glycolic acid exfoliation sensitive skin alpha hydroxy acids guidance Google ↗
postpartum skin changes exfoliating acids breastfeeding glycolic acid dermatology Google ↗
FDA alpha hydroxy acids sun sensitivity glycolic acid skincare Google ↗
- Alpha Hydroxy Acids · fda.gov
- How to safely exfoliate at home · aad.org
- Guidance for Industry: Labeling for Cosmetics Containing Alpha Hydroxy Acids · fda.gov
- Glycolic Acid - Drugs and Lactation Database (LactMed®) · ncbi.nlm.nih.gov
- Treatment of Acne Vulgaris During Pregnancy and Lactation: A Narrative Review · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology glycolic acid exfoliation sensitive skin alpha hydroxy acids guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
postpartum skin changes exfoliating acids breastfeeding glycolic acid dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
FDA alpha hydroxy acids sun sensitivity glycolic acid skincare OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |