Real ChatGPT answer · index seedV2O48UW4QdocompleteBeauty and personal care · nail careinformational

Do Butter London hard wear treatments actually prevent splitting, or am I better off just taking biotin supplements?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do Butter London hard wear treatments actually prevent splitting, or am I better off just taking biotin supplements?
1 real search · 1 real-search pass
Butter London Hardwear nail treatment ingredients claims clinical evidence nail splitting; biotin supplements brittle nails evidence FDA lab test interferenceGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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
Butter London Hardwear nail treatment ingredients claims clinical evidence nail splitting; biotin supplements brittle nails evidence FDA lab test interference Google ↗
  1. View product · butterlondon.com
  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
Butter London Hardwear nail treatment ingredients claims clinical evidence nail splitting; biotin supplements brittle nails evidence FDA lab test interference
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1