Do hair supplement side effects like biotin breakouts happen often and are there safer alternatives for recent grads?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do hair supplement side effects like biotin breakouts happen often and are there safer alternatives for recent grads?
4 real searches · 1 real-search pass
biotin supplements acne evidence NIH fact sheet biotin lab test interference hair loss deficiency dermatologyGoogle ↗
OBSERVEDConsequence
American Academy Dermatology hair loss supplements biotin deficiency iron vitamin D treatmentGoogle ↗
OBSERVEDComparison
biotin acne evidence high dose supplement hair loss deficiency dermatology AAD NIH fact sheetGoogle ↗
OBSERVEDReason
hair loss supplements evidence iron vitamin D zinc biotin deficiency dermatology recent grads affordable alternativesGoogle ↗
OBSERVEDComparison
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
biotin supplements acne evidence NIH fact sheet biotin lab test interference hair loss deficiency dermatology Google ↗
American Academy Dermatology hair loss supplements biotin deficiency iron vitamin D treatment Google ↗
biotin acne evidence high dose supplement hair loss deficiency dermatology AAD NIH fact sheet Google ↗
hair loss supplements evidence iron vitamin D zinc biotin deficiency dermatology recent grads affordable alternatives Google ↗
- Hair loss: Diagnosis and treatment · aad.org
- Hair loss: Tips for managing · aad.org
- Biotin · ods.od.nih.gov
- Biotin for Hair Loss: Teasing Out the Evidence · pubmed.ncbi.nlm.nih.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
biotin supplements acne evidence NIH fact sheet biotin lab test interference hair loss deficiency dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology hair loss supplements biotin deficiency iron vitamin D treatment OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
biotin acne evidence high dose supplement hair loss deficiency dermatology AAD NIH fact sheet OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
hair loss supplements evidence iron vitamin D zinc biotin deficiency dermatology recent grads affordable alternatives OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |