Real ChatGPT answer · index seedsqMCyzFnPeQcompleteBeauty and personal care · skincareinformational

What is the difference between glycolic acid and lactic acid chemical peels when trying to fade stubborn dark spot hyperpigmentation by next week?

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 difference between glycolic acid and lactic acid chemical peels when trying to fade stubborn dark spot hyperpigmentation by next week?
2 real searches · 1 real-search pass
glycolic acid lactic acid chemical peel hyperpigmentation risks dermatologist guidance AADGoogle ↗
OBSERVEDConsequence
chemical peels post inflammatory hyperpigmentation skin of color dermatologist sunscreen guidanceGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequence50%ReasonDefinitionInstruction50%Yes / 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
glycolic acid lactic acid chemical peel hyperpigmentation risks dermatologist guidance AAD Google ↗
chemical peels post inflammatory hyperpigmentation skin of color dermatologist sunscreen guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
glycolic acid lactic acid chemical peel hyperpigmentation risks dermatologist guidance AAD
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
chemical peels post inflammatory hyperpigmentation skin of color dermatologist sunscreen guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1