Real ChatGPT answer · index seedlQCK9MozsXQcompleteHealth and wellness · supplements and vitaminsbrand

Can high doses of biotin cause bad breakouts on your face because I heard mixed things online from beauty bloggers?

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can high doses of biotin cause bad breakouts on your face because I heard mixed things online from beauty bloggers?
1 real search · 1 real-search pass
high dose biotin acne evidence dermatology pantothenic acid NIH fact sheet biotin lab test interferenceGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
high dose biotin acne evidence dermatology pantothenic acid NIH fact sheet biotin lab test interference Google ↗
  1. Biotin · ods.od.nih.gov
  2. Frequently Asked Questions (FAQ) · ods.od.nih.gov
  3. Pantothenic Acid · ods.od.nih.gov
  4. Should I take vitamins or supplements for my skin? · aad.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
high dose biotin acne evidence dermatology pantothenic acid NIH fact sheet biotin lab test interference
OBSERVED
Google ↗
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