Real ChatGPT answer · index seed0SSHoZNU9nMcompleteBeauty and personal care · salons and spascommercial

How does the Fenty Beauty foundation shade match algorithm work for professional makeup artists building a diverse kit for bridal clients?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the Fenty Beauty foundation shade match algorithm work for professional makeup artists building a diverse kit for bridal clients?
2 real searches · 1 real-search pass
Fenty Beauty official foundation shade finder how shade matching works undertones Pro Filt'rGoogle ↗
OBSERVEDOther / navigational
Fenty Beauty Pro Filt'r foundation official 50 shades undertones shade rangeGoogle ↗
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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
Fenty Beauty official foundation shade finder how shade matching works undertones Pro Filt'r Google ↗
Fenty Beauty Pro Filt'r foundation official 50 shades undertones shade range Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fenty Beauty official foundation shade finder how shade matching works undertones Pro Filt'r
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Fenty Beauty Pro Filt'r foundation official 50 shades undertones shade range
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1