Real ChatGPT answer · index seedkkWwP6w9sUIcompleteBeauty and personal care · cosmeticsinformational

How does biotin and collagen supplementation truly affect the growth rate and strength of brittle fingernails according to recent medical studies?

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

SEED QUERY
How does biotin and collagen supplementation truly affect the growth rate and strength of brittle fingernails according to recent medical studies?
3 real searches · 1 real-search pass
biotin brittle nails clinical trial 2.5 mg study review evidence nail thickness 1993Google ↗
OBSERVEDConsequence
oral collagen peptides nail growth brittle nails clinical study randomized placebo trial 2017Google ↗
OBSERVEDConsequence
2024 2025 review biotin collagen supplements brittle nails evidence safety lab 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 (3)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
biotin brittle nails clinical trial 2.5 mg study review evidence nail thickness 1993 Google ↗
oral collagen peptides nail growth brittle nails clinical study randomized placebo trial 2017 Google ↗
2024 2025 review biotin collagen supplements brittle nails evidence safety lab interference Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
biotin brittle nails clinical trial 2.5 mg study review evidence nail thickness 1993
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
oral collagen peptides nail growth brittle nails clinical study randomized placebo trial 2017
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2024 2025 review biotin collagen supplements brittle nails evidence safety lab interference
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1