Real ChatGPT answer · index seedmQC3RfVIlt4completeBeauty and personal care · clean beautybrand

Which clean beauty liquid foundation brands have the highest customer retention rates this year

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which clean beauty liquid foundation brands have the highest customer retention rates this year
2 real searches · 1 real-search pass
clean beauty liquid foundation brands customer retention rate repeat purchase rate 2026 data loyaltyGoogle ↗
OBSERVEDConsequence
beauty brand customer retention benchmarks cosmetics repeat purchase rate 2026 clean beauty foundationGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
clean beauty liquid foundation brands customer retention rate repeat purchase rate 2026 data loyalty Google ↗
beauty brand customer retention benchmarks cosmetics repeat purchase rate 2026 clean beauty foundation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
clean beauty liquid foundation brands customer retention rate repeat purchase rate 2026 data loyalty
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
beauty brand customer retention benchmarks cosmetics repeat purchase rate 2026 clean beauty foundation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1