Real ChatGPT answer · index seedsX9NDq5yZwQcompleteHealth and wellness · supplements and vitaminscommercial
Does Country Life biotin for nails help with hair thinning caused by chronic entrepreneurial stress and lack of sleep?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does Country Life biotin for nails help with hair thinning caused by chronic entrepreneurial stress and lack of sleep?
3 real searches · 1 real-search pass
biotin supplements hair loss evidence deficiency NIH fact sheet biotin laboratory test interferenceGoogle ↗
OBSERVEDReason
American Academy Dermatology stress hair shedding telogen effluvium sleep hair lossGoogle ↗
OBSERVEDReason
Country Life biotin nails supplement ingredients dosageGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
biotin supplements hair loss evidence deficiency NIH fact sheet biotin laboratory test interference Google ↗
American Academy Dermatology stress hair shedding telogen effluvium sleep hair loss Google ↗
Country Life biotin nails supplement ingredients dosage Google ↗
- Biotin · ods.od.nih.gov
- Biotin · ods.od.nih.gov
- Biotin 1000 mcg: Hair, Skin, and Nail Health Supplement · countrylifevitamins.com
- Do you have hair loss or hair shedding? · aad.org
- 6 skin and hair conditions linked to stress · aad.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
biotin supplements hair loss evidence deficiency NIH fact sheet biotin laboratory test interference OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology stress hair shedding telogen effluvium sleep hair loss OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Country Life biotin nails supplement ingredients dosage OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |