Real ChatGPT answer · index seedwxmwNeRENP8completeBeauty and personal care · hair carecomparison

Do sulfate free shampoos like Maui Moisture clean better than native brand bars when dealing with dry older scalps?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do sulfate free shampoos like Maui Moisture clean better than native brand bars when dealing with dry older scalps?
1 real search · 1 real-search pass
Maui Moisture sulfate free shampoo ingredients cleansing dry scalp Native shampoo bar ingredients older dry scalp dermatologist adviceGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
Maui Moisture sulfate free shampoo ingredients cleansing dry scalp Native shampoo bar ingredients older dry scalp dermatologist advice Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Maui Moisture sulfate free shampoo ingredients cleansing dry scalp Native shampoo bar ingredients older dry scalp dermatologist advice
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1