Real ChatGPT answer · index seed06YlMwyydmscompleteBeauty and personal care · cosmeticscommercial

My lipstick always bleeds past my lip line and I hate it so what are the best products or techniques to stop this from happening

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

The searches the AI actually ran for this prompt.

SEED QUERY
My lipstick always bleeds past my lip line and I hate it so what are the best products or techniques to stop this from happening
1 real search · 1 real-search pass
best products prevent lipstick feathering bleeding lip line clear liner lip primer makeup artist recommendationsGoogle ↗
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). 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
best products prevent lipstick feathering bleeding lip line clear liner lip primer makeup artist recommendations Google ↗
  1. Shop Laura Geller · laurageller.com
  2. Shop MAC at Ulta · ulta.com
  3. Shop Revlon at Ulta · ulta.com
  4. Shop Urban Decay at Ulta · ulta.com
  5. Shop L.A. Girl at Ulta · ulta.com
  6. THE MAKEUP ARTIST HANDBOOK · s3-euw1-ap-pe-df-pch-content-store-p.s3.eu-west-1.amazonaws.com
  7. Preparation & Products: The Lips · s3.amazonaws.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best products prevent lipstick feathering bleeding lip line clear liner lip primer makeup artist recommendations
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1