How do I choose the right skincare subscription box for my sensitive skin without breaking out from harsh new ingredients?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I choose the right skincare subscription box for my sensitive skin without breaking out from harsh new ingredients?
1 real search · 1 real-search pass
best skincare subscription boxes for sensitive skin fragrance-free ingredient transparency 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). 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
best skincare subscription boxes for sensitive skin fragrance-free ingredient transparency 2026 Google ↗
- Explore IPSY · ipsy.com
- Explore Beauty Heroes · beauty-heroes.com
- Explore Grove · grove.co
- The 12 Best Skincare Subscription Boxes of 2026 · mysubscriptionaddiction.com
- The 4 Best Beauty Subscription Boxes (2026): Fortune Approved · fortune.com
- How to test skin care products · aad.org
- Skin care on a budget · aad.org