Real ChatGPT answer · index seedRWb9OZYbTpIcompleteBeauty and personal care · salons and spasinformational
How does the fenty beauty foundation shade match system actually work and should I stock a starter kit for professional client touch-ups?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the fenty beauty foundation shade match system actually work and should I stock a starter kit for professional client touch-ups?
1 real search · 1 real-search pass
Fenty Beauty official foundation shade finder Pro Filt'r shade numbering undertones 2026 professional foundation formulasGoogle ↗
OBSERVEDOther / navigational
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
Fenty Beauty official foundation shade finder Pro Filt'r shade numbering undertones 2026 professional foundation formulas Google ↗
- Foundation Shade Finder | Virtual Shade Match · fentybeauty.com
- Complexion Cheat Sheet | Base Essentials · fentybeauty.com
- Our Guide To Fenty’s Foundation Shade Finder · cultbeauty.com