Real ChatGPT answer · index seeddCh88GaSqM4completeBeauty and personal care · clean beautyinformational
What is the average shelf life of preservative free organic skincare products kept in a warm bathroom?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average shelf life of preservative free organic skincare products kept in a warm bathroom?
1 real search · 1 real-search pass
shelf life preservative-free natural organic skincare products water based microbial contamination bathroom heat humidity cosmetic stability guidance FDAGoogle ↗
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
shelf life preservative-free natural organic skincare products water based microbial contamination bathroom heat humidity cosmetic stability guidance FDA Google ↗
- Shelf Life and Expiration Dating of Cosmetics · fda.gov
- Microbiological Safety and Cosmetics · fda.gov
- Frequently Asked Questions (FAQs) on Preservatives in Cosmetics · ec.europa.eu
- Microbiology of Waterless Cosmetics · eurofins.com