Real ChatGPT answer · index seedKyKALAxx7dQcompleteBeauty and personal care · cosmeticshowto

Why does my liquid lipstick from Kylie Cosmetics flake off after an hour and how do I fix that application issue

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why does my liquid lipstick from Kylie Cosmetics flake off after an hour and how do I fix that application issue
1 real search · 1 real-search pass
Kylie Cosmetics matte liquid lipstick application instructions thin layer exfoliate lips flakingGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
Kylie Cosmetics matte liquid lipstick application instructions thin layer exfoliate lips flaking Google ↗
  1. Matte Liquid Lipstick · kyliecosmetics.com
  2. Kylie Cosmetics - Matte Liquid Lipstick · ulta.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kylie Cosmetics matte liquid lipstick application instructions thin layer exfoliate lips flaking
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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