Real ChatGPT answer · index seedxepNfykshnIcompleteBeauty and personal care · hair carecomparison

Are sugar bear hair vitamins just overpriced candy or do they work as well as Sports Research biotin for hair growth?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are sugar bear hair vitamins just overpriced candy or do they work as well as Sports Research biotin for hair growth?
1 real search · 1 real-search pass
SugarBearHair hair vitamins ingredients biotin dose clinical evidence biotin hair growth; Sports Research biotin 5000 mcg supplement facts evidence hair growth biotin deficiencyGoogle ↗
OBSERVEDShort fact

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 fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / 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
SugarBearHair hair vitamins ingredients biotin dose clinical evidence biotin hair growth; Sports Research biotin 5000 mcg supplement facts evidence hair growth biotin deficiency Google ↗
  1. Biotin for Hair Loss: Teasing Out the Evidence · pmc.ncbi.nlm.nih.gov
  2. Biotin · ods.od.nih.gov
  3. Biotin · ods.od.nih.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SugarBearHair hair vitamins ingredients biotin dose clinical evidence biotin hair growth; Sports Research biotin 5000 mcg supplement facts evidence hair growth biotin deficiency
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1