Do biotin hair growth vitamins cause adult acne breakouts, and are there better alternatives for salon owners on camera all day?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do biotin hair growth vitamins cause adult acne breakouts, and are there better alternatives for salon owners on camera all day?
2 real searches · 1 real-search pass
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)
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
biotin supplementation acne evidence high dose biotin hair growth deficiency dermatology review vitamin B12 acne iodine Google ↗
American Academy Dermatology hair loss supplements biotin deficiency evidence minoxidil women hair loss Google ↗
- Hair loss: Diagnosis and treatment · aad.org
- Hair loss: Tips for managing · aad.org
- Biotin for Hair Loss: Teasing Out the Evidence · pmc.ncbi.nlm.nih.gov
- Acne related to dietary supplements · pubmed.ncbi.nlm.nih.gov
- Evaluating Common Ingredients Contained in Dietary Acne Supplements: An Evidence-Based Review · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
biotin supplementation acne evidence high dose biotin hair growth deficiency dermatology review vitamin B12 acne iodine OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology hair loss supplements biotin deficiency evidence minoxidil women hair loss OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |