Real ChatGPT answer · index seedibjlNn5wy6scompleteHealth and wellness · supplements and vitaminsbrand
Does biotin from cheaper brands like Spring Valley prevent hair loss just as well as expensive options like Garden of Life
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does biotin from cheaper brands like Spring Valley prevent hair loss just as well as expensive options like Garden of Life
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 hair loss evidence deficiency supplementation NIH fact sheet biotin lab tests FDA Google ↗
Spring Valley biotin supplement quality testing Garden of Life biotin supplement ingredients Google ↗
- Biotin · ods.od.nih.gov
- Biotin for Hair Loss: Teasing Out the Evidence · pubmed.ncbi.nlm.nih.gov
- Biotin · ods.od.nih.gov
- Biotin Interference with Troponin Lab Tests - Assays Subject to Biotin Interference · fda.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
biotin hair loss evidence deficiency supplementation NIH fact sheet biotin lab tests FDA OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Spring Valley biotin supplement quality testing Garden of Life biotin supplement ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |