Real ChatGPT answer · index seedF2W67BH2zo0completeBeauty and personal care · clean beautyinformational
My dermatologist said to avoid parabens and sulfates, so what are the best drugstore clean beauty brands for a recent college grad on a strict budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My dermatologist said to avoid parabens and sulfates, so what are the best drugstore clean beauty brands for a recent college grad on a strict budget?
1 real search · 1 real-search pass
best affordable drugstore paraben-free sulfate-free beauty brands ingredient lists 2026Google ↗
OBSERVEDComparison
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).
Searches and sources
ChatGPT1 real searches · gpt-6
best affordable drugstore paraben-free sulfate-free beauty brands ingredient lists 2026 Google ↗
- Shop at Walmart · walmart.com
- Shop at Target · target.com
- Shop at Walmart · walmart.com