im transitioning from cheap supermarket shampoo to scalp care, what are the best gentle exfoliating products for sensitive skin
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
im transitioning from cheap supermarket shampoo to scalp care, what are the best gentle exfoliating products for sensitive skin
1 real search · 1 real-search pass
dermatologist advice sensitive scalp exfoliation salicylic acid scalp buildup gentle productsGoogle ↗
OBSERVEDInstruction
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
dermatologist advice sensitive scalp exfoliation salicylic acid scalp buildup gentle products Google ↗
- Shop at Sephora · sephora.com
- Shop at Macy's · macys.com
- Shop at Ulta · ulta.com
- Shop at Nordstrom · nordstrom.com
- Scalp Exfoliation: How to Care for the Skin Under Your Hair · webmd.com
- How to treat dandruff · aad.org
- Best Scalp Exfoliators & Scrubs 2026 · ulta.com