Real ChatGPT answer · index seedEKy3uUN5quocompleteBeauty and personal care · cosmeticsinformational

How often should a person over sixty exfoliate their face to remove dead skin cells without causing redness or broken capillaries?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How often should a person over sixty exfoliate their face to remove dead skin cells without causing redness or broken capillaries?
2 real searches · 1 real-search pass
American Academy of Dermatology how to safely exfoliate sensitive skin mature skin frequency exfoliationGoogle ↗
OBSERVEDInstruction
dermatologist skin over 60 exfoliation lactic acid PHA broken capillaries rosacea avoid scrubsGoogle ↗
OBSERVEDConsequence

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
American Academy of Dermatology how to safely exfoliate sensitive skin mature skin frequency exfoliation Google ↗
dermatologist skin over 60 exfoliation lactic acid PHA broken capillaries rosacea avoid scrubs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to safely exfoliate sensitive skin mature skin frequency exfoliation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
dermatologist skin over 60 exfoliation lactic acid PHA broken capillaries rosacea avoid scrubs
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1