Does Viviscal really work for stress-related hair shedding or am I just wasting money on overpriced biotin supplements?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does Viviscal really work for stress-related hair shedding or am I just wasting money on overpriced biotin supplements?
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). 1 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
Viviscal clinical trials evidence telogen effluvium stress hair shedding systematic review ingredients biotin deficiency Google ↗
American Academy Dermatology telogen effluvium stress hair shedding diagnosis ferritin thyroid biotin supplements evidence Google ↗
- Hair loss: Diagnosis and treatment · aad.org
- Evaluation of the Safety and Effectiveness of Nutritional Supplements for Treating Hair Loss: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- Nutraceuticals for Androgenetic Alopecia · pmc.ncbi.nlm.nih.gov
- Telogen Effluvium - StatPearls · ncbi.nlm.nih.gov
- Do you have hair loss or hair shedding? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Viviscal clinical trials evidence telogen effluvium stress hair shedding systematic review ingredients biotin deficiency OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology telogen effluvium stress hair shedding diagnosis ferritin thyroid biotin supplements evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |