Real ChatGPT answer · index seedzlOC17ybWD4completeHealth and wellness · supplements and vitaminscommercial

My hair has been thinning lately from stress, should I buy biotin or is there a better vitamin for hair loss recovery?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My hair has been thinning lately from stress, should I buy biotin or is there a better vitamin for hair loss recovery?
2 real searches · 1 real-search pass
American Academy of Dermatology hair shedding stress telogen effluvium biotin deficiency hair loss supplementsGoogle ↗
OBSERVEDReason
NIH biotin fact sheet hair loss evidence laboratory test interferenceGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
American Academy of Dermatology hair shedding stress telogen effluvium biotin deficiency hair loss supplements Google ↗
NIH biotin fact sheet hair loss evidence laboratory test interference Google ↗
  1. Biotin · ods.od.nih.gov
  2. Biotin · ods.od.nih.gov
  3. Do you have hair loss or hair shedding? · aad.org
  4. Hair loss: Tips for managing · aad.org
  5. Hair loss: MedlinePlus Medical Encyclopedia · medlineplus.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology hair shedding stress telogen effluvium biotin deficiency hair loss supplements
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NIH biotin fact sheet hair loss evidence laboratory test interference
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1