I am heading to a rooftop party in two hours and need to know the absolute best face sunscreen that will not pill under my liquid foundation today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am heading to a rooftop party in two hours and need to know the absolute best face sunscreen that will not pill under my liquid foundation today.
1 real search · 1 real-search pass
best non-pilling face sunscreen under liquid foundation makeup dermatologist tested SPF 50 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 non-pilling face sunscreen under liquid foundation makeup dermatologist tested SPF 50 2026 Google ↗
- 7 Best Sunscreens Under Makeup, According to Dermatologists 2026 · glamour.com
- 9 Best Face Sunscreens Under Makeup of 2026, According to Testing · goodhousekeeping.com
- 8 Best Drugstore Sunscreens 2026, Approved by Dermatologists · glamour.com
- 7 Best Sunscreens Under Makeup That Won’t Pill, Peel, or Slide Off · allure.com