Real ChatGPT answer · index seed5dpNXYceNLEcompleteBeauty and personal care · skincarecomparison

Can you explain if chemical peel treatments work better than retinol serums for fading old acne scars on a beginner?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you explain if chemical peel treatments work better than retinol serums for fading old acne scars on a beginner?
2 real searches · 1 real-search pass
American Academy Dermatology acne scars dark spots retinoids chemical peels post inflammatory hyperpigmentationGoogle ↗
OBSERVEDReason
AAD acne scars treatment chemical peels retinoids atrophic scarsGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / 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
American Academy Dermatology acne scars dark spots retinoids chemical peels post inflammatory hyperpigmentation Google ↗
AAD acne scars treatment chemical peels retinoids atrophic scars Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy Dermatology acne scars dark spots retinoids chemical peels post inflammatory hyperpigmentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
AAD acne scars treatment chemical peels retinoids atrophic scars
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1