Real ChatGPT answer · index seedHGKoSWOGgHwcompleteBeauty and personal care · hair careinformational

My roommate says switching to a scalp care routine cured her dandruff and made her hair grow faster. Where is the best place for a beginner to start?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My roommate says switching to a scalp care routine cured her dandruff and made her hair grow faster. Where is the best place for a beginner to start?
2 real searches · 1 real-search pass
American Academy of Dermatology dandruff treatment shampoo ingredients ketoconazole selenium sulfide zinc pyrithione hair growth scalp careGoogle ↗
OBSERVEDReason
NHS dandruff when to see doctor scalp hair lossGoogle ↗
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%Reason50%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 dandruff treatment shampoo ingredients ketoconazole selenium sulfide zinc pyrithione hair growth scalp care Google ↗
NHS dandruff when to see doctor scalp hair loss Google ↗
  1. How to treat dandruff · aad.org
  2. Dandruff · nhs.uk
  3. Dandruff - Diagnosis and treatment · mayoclinic.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology dandruff treatment shampoo ingredients ketoconazole selenium sulfide zinc pyrithione hair growth scalp care
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NHS dandruff when to see doctor scalp hair loss
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1