Real ChatGPT answer · index seed5PySbGoiSpscompleteHealth and wellness · supplements and vitaminscomparison

Do hair skin and nails vitamins like Country Life biotin actually work better than simply eating more biotin rich foods like eggs and nuts

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do hair skin and nails vitamins like Country Life biotin actually work better than simply eating more biotin rich foods like eggs and nuts
2 real searches · 1 real-search pass
NIH biotin fact sheet health professional evidence hair nails deficiency food sources lab test interferenceGoogle ↗
OBSERVED
American Academy Dermatology biotin supplements hair loss evidence deficiency nailsGoogle ↗
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
NIH biotin fact sheet health professional evidence hair nails deficiency food sources lab test interference Google ↗
American Academy Dermatology biotin supplements hair loss evidence deficiency nails Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NIH biotin fact sheet health professional evidence hair nails deficiency food sources lab test interference
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
American Academy Dermatology biotin supplements hair loss evidence deficiency nails
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1