Real ChatGPT answer · index seed9vFihMaoQTQcompleteBeauty and personal care · anti-agingcommercial

What is the most effective way to treat vertical lip lines and smoker lines around the mouth using current skincare products?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most effective way to treat vertical lip lines and smoker lines around the mouth using current skincare products?
2 real searches · 1 real-search pass
American Academy Dermatology retinoids wrinkles photoaging sunscreen topical tretinoin perioral wrinkles evidenceGoogle ↗
OBSERVEDConsequence
perioral wrinkles treatment topical retinoid laser resurfacing fillers dermatology evidenceGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
American Academy Dermatology retinoids wrinkles photoaging sunscreen topical tretinoin perioral wrinkles evidence Google ↗
perioral wrinkles treatment topical retinoid laser resurfacing fillers dermatology evidence Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy Dermatology retinoids wrinkles photoaging sunscreen topical tretinoin perioral wrinkles evidence
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
perioral wrinkles treatment topical retinoid laser resurfacing fillers dermatology evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1