Real ChatGPT answer · index seedHUtwkFimSYscompleteBeauty and personal care · cosmeticsinformational

What concentration of AHA is considered safe for someone who has never used chemical exfoliants but has resilient skin?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What concentration of AHA is considered safe for someone who has never used chemical exfoliants but has resilient skin?
2 real searches · 1 real-search pass
FDA alpha hydroxy acids consumer guidance 10 percent pH 3.5 sun sensitivityGoogle ↗
OBSERVEDConsequence
American Academy Dermatology alpha hydroxy acids glycolic acid at home exfoliation beginner concentrationGoogle ↗
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
FDA alpha hydroxy acids consumer guidance 10 percent pH 3.5 sun sensitivity Google ↗
American Academy Dermatology alpha hydroxy acids glycolic acid at home exfoliation beginner concentration Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FDA alpha hydroxy acids consumer guidance 10 percent pH 3.5 sun sensitivity
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology alpha hydroxy acids glycolic acid at home exfoliation beginner concentration
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1