What causes extreme retinol peeling irritation and what is the absolute cheapest way to fix my damaged skin barrier
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What causes extreme retinol peeling irritation and what is the absolute cheapest way to fix my damaged skin barrier
1 real search · 1 real-search pass
American Academy of Dermatology retinoid irritation peeling stop retinoid moisturizer petroleum jelly skin barrier adviceGoogle ↗
OBSERVEDConsequence
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
American Academy of Dermatology retinoid irritation peeling stop retinoid moisturizer petroleum jelly skin barrier advice Google ↗
- Dermatologists' top tips for relieving dry skin · aad.org
- Moisturizer: Why you may need it if you have acne · aad.org
- Retinoid or retinol? · aad.org