Real ChatGPT answer · index seedaaLJpernYXQcompleteRetail and ecommerce · subscription boxescomparison

How does the customization process work for Ipsy compared to other beauty boxes on the market today

ChatGPTgpt-65 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the customization process work for Ipsy compared to other beauty boxes on the market today
5 real searches · 1 real-search pass
IPSY personalization beauty profile quiz choice products how it works 2026Google ↗
OBSERVEDReason
Boxycharm IPSY customization choice products beauty profile officialGoogle ↗
OBSERVEDOther / navigational
Allure Beauty Box customization choose products official 2026Google ↗
OBSERVEDOther / navigational
Birchbox beauty profile personalization how it works currentGoogle ↗
OBSERVEDConsequence
Beauty subscription boxes comparison personalization IPSY Allure BoxyCharm 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 (5)
Short factOther / navigational40%Comparison20%Consequence20%Reason20%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
IPSY personalization beauty profile quiz choice products how it works 2026 Google ↗
Boxycharm IPSY customization choice products beauty profile official Google ↗
Allure Beauty Box customization choose products official 2026 Google ↗
Birchbox beauty profile personalization how it works current Google ↗
Beauty subscription boxes comparison personalization IPSY Allure BoxyCharm 2026 Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IPSY personalization beauty profile quiz choice products how it works 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Boxycharm IPSY customization choice products beauty profile official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Allure Beauty Box customization choose products official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Birchbox beauty profile personalization how it works current
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Beauty subscription boxes comparison personalization IPSY Allure BoxyCharm 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1