Real ChatGPT answer · index seeduJ9x1cyF3s4completeBeauty and personal care · cosmeticsbrand

Why do my lips bleed around the edges when I wear long-wear matte formulas, and is there a specific ingredient causing this irritation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why do my lips bleed around the edges when I wear long-wear matte formulas, and is there a specific ingredient causing this irritation?
1 real search · 1 real-search pass
long-wear matte lipstick allergic contact cheilitis ingredients fragrance propylene glycol dermatologyGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
long-wear matte lipstick allergic contact cheilitis ingredients fragrance propylene glycol dermatology Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
long-wear matte lipstick allergic contact cheilitis ingredients fragrance propylene glycol dermatology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1