Real ChatGPT answer · index seedYFG9bmjWlOEcompleteBeauty and personal care · anti-agingcommercial

What cheap lip treatments do dermatologists recommend for smoothing out vertical lip lines and smoker lines around the mouth?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What cheap lip treatments do dermatologists recommend for smoothing out vertical lip lines and smoker lines around the mouth?
1 real search · 1 real-search pass
dermatologist recommendations vertical lip lines smoker lines affordable retinol peptides hyaluronic acid lip SPFGoogle ↗
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
dermatologist recommendations vertical lip lines smoker lines affordable retinol peptides hyaluronic acid lip SPF Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist recommendations vertical lip lines smoker lines affordable retinol peptides hyaluronic acid lip SPF
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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