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

Are hair skin and nails vitamins containing high dose biotin actually safe or do they cause adult acne breakouts like people say online

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are hair skin and nails vitamins containing high dose biotin actually safe or do they cause adult acne breakouts like people say online
3 real searches · 1 real-search pass
NIH Office of Dietary Supplements biotin fact sheet high doses laboratory tests acne evidenceGoogle ↗
OBSERVED
American Academy of Dermatology biotin supplements acne evidence hair skin nails vitaminsGoogle ↗
OBSERVED
biotin supplementation acne case report clinical evidence pantothenic acid interactionGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
NIH Office of Dietary Supplements biotin fact sheet high doses laboratory tests acne evidence Google ↗
American Academy of Dermatology biotin supplements acne evidence hair skin nails vitamins Google ↗
biotin supplementation acne case report clinical evidence pantothenic acid interaction Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NIH Office of Dietary Supplements biotin fact sheet high doses laboratory tests acne evidence
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
American Academy of Dermatology biotin supplements acne evidence hair skin nails vitamins
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
biotin supplementation acne case report clinical evidence pantothenic acid interaction
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1