Real ChatGPT answer · index seed1vg7xl0ijEAcompleteBeauty and personal care · hair careinformational

Are generic store-brand hair growth vitamins just as effective as expensive name brands or am I wasting money on marketing?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are generic store-brand hair growth vitamins just as effective as expensive name brands or am I wasting money on marketing?
3 real searches · 1 real-search pass
evidence hair growth supplements biotin deficiency iron vitamin D American Academy Dermatology supplements hair lossGoogle ↗
OBSERVEDReason
NIH Office Dietary Supplements biotin fact sheet lab test interference hair growth supplementsGoogle ↗
OBSERVEDReason
FDA dietary supplements quality third party testing USP NSF consumer adviceGoogle ↗
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)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
evidence hair growth supplements biotin deficiency iron vitamin D American Academy Dermatology supplements hair loss Google ↗
NIH Office Dietary Supplements biotin fact sheet lab test interference hair growth supplements Google ↗
FDA dietary supplements quality third party testing USP NSF consumer advice Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
evidence hair growth supplements biotin deficiency iron vitamin D American Academy Dermatology supplements hair loss
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NIH Office Dietary Supplements biotin fact sheet lab test interference hair growth supplements
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
FDA dietary supplements quality third party testing USP NSF consumer advice
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1