Real ChatGPT answer · index seediHyDtizgdPEcompleteBeauty and personal care · nail carehowto

My nails keep splitting down the middle whenever they get past my fingertips, so what vitamins or topical fixes should our household try?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My nails keep splitting down the middle whenever they get past my fingertips, so what vitamins or topical fixes should our household try?
2 real searches · 1 real-search pass
longitudinal nail splitting onychorrhexis brittle nails causes treatment biotin evidence dermatologyGoogle ↗
OBSERVEDReason
American Academy Dermatology brittle nails tips moisturize nail polish remover gloves biotinGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%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
longitudinal nail splitting onychorrhexis brittle nails causes treatment biotin evidence dermatology Google ↗
American Academy Dermatology brittle nails tips moisturize nail polish remover gloves biotin Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
longitudinal nail splitting onychorrhexis brittle nails causes treatment biotin evidence dermatology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
American Academy Dermatology brittle nails tips moisturize nail polish remover gloves biotin
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1