Real ChatGPT answer · index seedjkXIHB8aWNQcompleteBeauty and personal care · salons and spascomparison

My scalp is severely flaking today so is the best shampoo for dry scalp at Sephora usually the Kerastase line or the Briogeo scalp revival scrub?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My scalp is severely flaking today so is the best shampoo for dry scalp at Sephora usually the Kerastase line or the Briogeo scalp revival scrub?
1 real search · 1 real-search pass
Sephora Kérastase Symbiose shampoo dry scalp vs Briogeo Scalp Revival scrub ingredients use directionsGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
Sephora Kérastase Symbiose shampoo dry scalp vs Briogeo Scalp Revival scrub ingredients use directions Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sephora Kérastase Symbiose shampoo dry scalp vs Briogeo Scalp Revival scrub ingredients use directions
OBSERVED
Google ↗
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