Real ChatGPT answer · index seedE1pXYeRy60McompleteBeauty and personal care · hair carecommercial

Which hair growth vitamins have the highest clinical backing for women over forty experiencing thinning edges and overall density loss?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Which hair growth vitamins have the highest clinical backing for women over forty experiencing thinning edges and overall density loss?
3 real searches · 1 real-search pass
clinical evidence supplements vitamins hair loss women iron vitamin D zinc biotin female pattern hair loss dermatology reviewGoogle ↗
OBSERVEDReason
American Academy Dermatology hair loss vitamins supplements biotin iron vitamin D women thinning hairGoogle ↗
OBSERVEDReason
traction alopecia edges women central centrifugal cicatricial alopecia early diagnosis dermatologyGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
clinical evidence supplements vitamins hair loss women iron vitamin D zinc biotin female pattern hair loss dermatology review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
American Academy Dermatology hair loss vitamins supplements biotin iron vitamin D women thinning hair
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
traction alopecia edges women central centrifugal cicatricial alopecia early diagnosis dermatology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1