Are organic lipstick ingredients like fruit extracts and plant butters less likely to cause allergic reactions than standard synthetic ones?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are organic lipstick ingredients like fruit extracts and plant butters less likely to cause allergic reactions than standard synthetic ones?
1 real search · 1 real-search pass
lip cosmetics allergic contact cheilitis botanical ingredients fragrance preservatives natural synthetic allergens dermatology reviewGoogle ↗
OBSERVEDReason
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
lip cosmetics allergic contact cheilitis botanical ingredients fragrance preservatives natural synthetic allergens dermatology review Google ↗
- Allergens in Cosmetics · fda.gov
- Contact reactions to lipsticks and other lipcare products · dermnetnz.org
- Allergic contact dermatitis to lip care cosmetic products - a systematic review · pubmed.ncbi.nlm.nih.gov
- Allergic contact cheilitis · dermnetnz.org