Real ChatGPT answer · index seedmOXbkZi8xhscompleteBeauty and personal care · hair carecommercial

Looking for the best sulfate free shampoo options for an itchy scalp that are safe for keratin treated hair as of this week.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the best sulfate free shampoo options for an itchy scalp that are safe for keratin treated hair as of this week.
1 real search · 1 real-search pass
best sulfate-free shampoos itchy scalp keratin treated hair 2026 ingredients product recommendationsGoogle ↗
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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best sulfate-free shampoos itchy scalp keratin treated hair 2026 ingredients product recommendations
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1