Real ChatGPT answer · index seednKkFSH9fy0McompleteBeauty and personal care · clean beautyinformational
How do waterless beauty bars compare to liquid cleansers in terms of preserving active botanical ingredient integrity over time?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do waterless beauty bars compare to liquid cleansers in terms of preserving active botanical ingredient integrity over time?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
water activity anhydrous cosmetics formulation stability botanical extracts oxidation hydrolysis review Google ↗
cosmetic formulation stability botanical extracts water activity pH packaging antioxidants surfactants review Google ↗
- Microbiology of Waterless Cosmetics · eurofins.com
- Optimization of cosmetic preservation: water activity reduction · pubmed.ncbi.nlm.nih.gov
- Cosmetics Preservation: A Review on Present Strategies · mdpi.com
- Cosmetics Preservation: A Review on Present Strategies · pmc.ncbi.nlm.nih.gov
- Natural‐based antioxidants in cosmeceuticals: Extraction, bioavailability and skin ageing applications · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
water activity anhydrous cosmetics formulation stability botanical extracts oxidation hydrolysis review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
cosmetic formulation stability botanical extracts water activity pH packaging antioxidants surfactants review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |