Real ChatGPT answer · index seedunYfMfmk9kQcompleteHealth and wellness · supplements and vitaminscommercial

I keep shedding hair from stress and need to know if preventing hair loss with biotin really works for guys in their early twenties

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

The searches the AI actually ran for this prompt.

SEED QUERY
I keep shedding hair from stress and need to know if preventing hair loss with biotin really works for guys in their early twenties
2 real searches · 1 real-search pass
American Academy of Dermatology stress hair shedding telogen effluvium biotin hair loss evidenceGoogle ↗
OBSERVED
NIH Office of Dietary Supplements biotin fact sheet lab test interference hair loss deficiencyGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
American Academy of Dermatology stress hair shedding telogen effluvium biotin hair loss evidence Google ↗
NIH Office of Dietary Supplements biotin fact sheet lab test interference hair loss deficiency Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology stress hair shedding telogen effluvium biotin hair loss evidence
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NIH Office of Dietary Supplements biotin fact sheet lab test interference hair loss deficiency
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1