Real ChatGPT answer · index seedLBwCdCgDIRAcompleteBeauty and personal care · cosmeticshowto

What steps should my estheticians follow to prep a client's skin properly before doing an aggressive in-office chemical peel?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What steps should my estheticians follow to prep a client's skin properly before doing an aggressive in-office chemical peel?
3 real searches · 1 real-search pass
chemical peel pre procedure preparation contraindications medium deep peel professional guidelines dermatologyGoogle ↗
OBSERVEDInstruction
Georgia esthetician scope of practice chemical peels depth rules official board cosmetologyGoogle ↗
OBSERVEDReason
American Academy Dermatology chemical peel before procedure medications herpes sunscreen preparationGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason33%DefinitionInstruction67%Yes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
chemical peel pre procedure preparation contraindications medium deep peel professional guidelines dermatology Google ↗
Georgia esthetician scope of practice chemical peels depth rules official board cosmetology Google ↗
American Academy Dermatology chemical peel before procedure medications herpes sunscreen preparation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
chemical peel pre procedure preparation contraindications medium deep peel professional guidelines dermatology
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Georgia esthetician scope of practice chemical peels depth rules official board cosmetology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
American Academy Dermatology chemical peel before procedure medications herpes sunscreen preparation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1