Real ChatGPT answer · index seedxJQ1IwYaZyIcompleteBeauty and personal care · anti-agingcomparison

Is treating vertical lip lines more successful with targeted peptide serums or by applying heavy anti aging facial oils overnight?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is treating vertical lip lines more successful with targeted peptide serums or by applying heavy anti aging facial oils overnight?
1 real search · 1 real-search pass
topical peptides evidence facial wrinkles dermatology review topical oils moisturizers wrinkles lip lines retinoids sunscreenGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
topical peptides evidence facial wrinkles dermatology review topical oils moisturizers wrinkles lip lines retinoids sunscreen Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
topical peptides evidence facial wrinkles dermatology review topical oils moisturizers wrinkles lip lines retinoids sunscreen
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1