Real ChatGPT answer · index seedxOw91htdlKMcompleteBeauty and personal care · salons and spascommercial

What is the dermatologist recommended protocol for men who suffer from chronic razor burn and folliculitis after daily face shaving?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the dermatologist recommended protocol for men who suffer from chronic razor burn and folliculitis after daily face shaving?
2 real searches · 1 real-search pass
American Academy of Dermatology razor bumps shaving tips folliculitis pseudofolliculitis barbae treatmentGoogle ↗
OBSERVEDReason
DermNet pseudofolliculitis barbae shaving treatment folliculitis beardGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%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 of Dermatology razor bumps shaving tips folliculitis pseudofolliculitis barbae treatment Google ↗
DermNet pseudofolliculitis barbae shaving treatment folliculitis beard Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology razor bumps shaving tips folliculitis pseudofolliculitis barbae treatment
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
DermNet pseudofolliculitis barbae shaving treatment folliculitis beard
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1