Real ChatGPT answer · index seed7ClRCrKdGjgcompleteBeauty and personal care · cosmeticscomparison

What is the best way to prevent lipstick bleeding using cheap lip liners compared to high end brands like MAC?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to prevent lipstick bleeding using cheap lip liners compared to high end brands like MAC?
1 real search · 1 real-search pass
MAC lip pencil vs drugstore lip liners NYX Slim Lip Pencil e.l.f. Cream Glide bleeding feathering performanceGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
MAC lip pencil vs drugstore lip liners NYX Slim Lip Pencil e.l.f. Cream Glide bleeding feathering performance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
MAC lip pencil vs drugstore lip liners NYX Slim Lip Pencil e.l.f. Cream Glide bleeding feathering performance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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