Real ChatGPT answer · index seedCnW228ygWIYcompleteBeauty and personal care · anti-agingcommercial

What are the best cosmetic procedures or topical products for permanently getting rid of vertical lip lines without looking overfilled or unnatural?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best cosmetic procedures or topical products for permanently getting rid of vertical lip lines without looking overfilled or unnatural?
2 real searches · 1 real-search pass
best treatments vertical perioral rhytides fractional CO2 laser erbium laser microneedling radiofrequency evidence dermatologyGoogle ↗
OBSERVEDComparison
American Academy Dermatology wrinkles around mouth retinoid laser resurfacing fillers risks perioral linesGoogle ↗
OBSERVEDConsequence

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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / 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
best treatments vertical perioral rhytides fractional CO2 laser erbium laser microneedling radiofrequency evidence dermatology Google ↗
American Academy Dermatology wrinkles around mouth retinoid laser resurfacing fillers risks perioral lines Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best treatments vertical perioral rhytides fractional CO2 laser erbium laser microneedling radiofrequency evidence dermatology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
American Academy Dermatology wrinkles around mouth retinoid laser resurfacing fillers risks perioral lines
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1