are biotin supplements actually worth my money for regrowing edges or is there a better vitamin on the market right now for hair density
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
are biotin supplements actually worth my money for regrowing edges or is there a better vitamin on the market right now for hair density
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
evidence biotin supplementation hair growth deficiency dermatology hair loss vitamin supplements iron vitamin D zinc 2025 Google ↗
traction alopecia edges hairline treatment minoxidil dermatology central centrifugal cicatricial alopecia signs Google ↗
- Hair loss: Diagnosis and treatment · aad.org
- Guide to Best Vitamins and Minerals for Hair Growth · ishrs.org
- Hair loss: Tips for managing · aad.org
- Traction Alopecia | Hair Disorders | JAMA Dermatology · jamanetwork.com
- Traction Alopecia - StatPearls · ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
evidence biotin supplementation hair growth deficiency dermatology hair loss vitamin supplements iron vitamin D zinc 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
traction alopecia edges hairline treatment minoxidil dermatology central centrifugal cicatricial alopecia signs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |