what is the cheapest way to start using retinoids for acne and wrinkles without wasting money on products that don't work
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what is the cheapest way to start using retinoids for acne and wrinkles without wasting money on products that don't work
1 real search · 1 real-search pass
American Academy of Dermatology topical retinoids acne adapalene 0.1% sunscreen pregnancy retinoid wrinkles evidence tretinoin photoagingGoogle ↗
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 topical retinoids acne adapalene 0.1% sunscreen pregnancy retinoid wrinkles evidence tretinoin photoaging Google ↗
- View product · target.com
- View product · cvs.com
- View product · ulta.com
- Retinoid or retinol? · aad.org
- Guidelines of care for the management of acne vulgaris - Journal of the American Academy of Dermatology · doi.org
- Acne: Diagnosis and treatment · aad.org
- Is any acne treatment safe to use during pregnancy? · aad.org