Real ChatGPT answer · index seedTjT1fxBSSyEcompleteBeauty and personal care · hair carelocal

Are generic biotin supplements from Publix just as effective for hair loss as expensive brands and do they have worse side effects?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are generic biotin supplements from Publix just as effective for hair loss as expensive brands and do they have worse side effects?
1 real search · 1 real-search pass
biotin supplements hair loss evidence deficiency FDA lab test interference generic brand effectivenessGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
biotin supplements hair loss evidence deficiency FDA lab test interference generic brand effectiveness Google ↗
  1. Biotin · ods.od.nih.gov
  2. Frequently Asked Questions (FAQ) · ods.od.nih.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
biotin supplements hair loss evidence deficiency FDA lab test interference generic brand effectiveness
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1