Real ChatGPT answer · index seedyUQOxDsAdHwcompleteBeauty and personal care · cosmeticshowto

can a beginner safely do a mild lactic acid chemical peel at home instead of paying for costly microdermabrasion at a spa

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
can a beginner safely do a mild lactic acid chemical peel at home instead of paying for costly microdermabrasion at a spa
1 real search · 1 real-search pass
American Academy of Dermatology at-home chemical peels alpha hydroxy acid safety lactic acid FDA chemical peel productsGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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 at-home chemical peels alpha hydroxy acid safety lactic acid FDA chemical peel products Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology at-home chemical peels alpha hydroxy acid safety lactic acid FDA chemical peel products
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1