Real ChatGPT answer · index seedxCWWlEHVJv0completeBeauty and personal care · cosmeticsinformational

What is the difference in potency and skin penetration between glycolic and lactic acid serums when used for nighttime chemical exfoliation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the difference in potency and skin penetration between glycolic and lactic acid serums when used for nighttime chemical exfoliation?
1 real search · 1 real-search pass
glycolic acid versus lactic acid molecular weight penetration skin pH concentration AHA dermatology reviewGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
glycolic acid versus lactic acid molecular weight penetration skin pH concentration AHA dermatology review Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
glycolic acid versus lactic acid molecular weight penetration skin pH concentration AHA dermatology review
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1