Real ChatGPT answer · index seedhyvtMR0jdC4completeBeauty and personal care · anti-aginghowto

What are the exact steps for properly patch testing a new peptide serum targeting vertical lip lines before adding it to my daily regimen?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the exact steps for properly patch testing a new peptide serum targeting vertical lip lines before adding it to my daily regimen?
1 real search · 1 real-search pass
American Academy of Dermatology how to patch test skin care products at home 7 to 10 daysGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
American Academy of Dermatology how to patch test skin care products at home 7 to 10 days Google ↗
  1. How to test skin care products · aad.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to patch test skin care products at home 7 to 10 days
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1