Real ChatGPT answer · index seeduU7Gl8KPWmccompleteBeauty and personal care · hair carecommercial

What are the best scalp care brands for sensitive skin that deal with product buildup and flakes without causing irritation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best scalp care brands for sensitive skin that deal with product buildup and flakes without causing irritation?
1 real search · 1 real-search pass
dermatologist recommendations sensitive scalp product buildup flakes gentle shampoo salicylic acid fragrance free brandsGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
dermatologist recommendations sensitive scalp product buildup flakes gentle shampoo salicylic acid fragrance free brands Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist recommendations sensitive scalp product buildup flakes gentle shampoo salicylic acid fragrance free brands
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1