Real ChatGPT answer · index seedyd79n05kOfMcompleteBeauty and personal care · hair carecomparison

Does Function of Beauty custom sulfate free shampoo outperform Bumble and Bumble Bond Building shampoo for chemically treated fine hair prone to breakage?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Does Function of Beauty custom sulfate free shampoo outperform Bumble and Bumble Bond Building shampoo for chemically treated fine hair prone to breakage?
1 real search · 1 real-search pass
Function of Beauty custom sulfate free shampoo ingredients formula claims; Bumble and Bumble Bond-Building Repair Shampoo ingredients fine chemically treated hair breakage comparisonGoogle ↗
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
Function of Beauty custom sulfate free shampoo ingredients formula claims; Bumble and Bumble Bond-Building Repair Shampoo ingredients fine chemically treated hair breakage comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Function of Beauty custom sulfate free shampoo ingredients formula claims; Bumble and Bumble Bond-Building Repair Shampoo ingredients fine chemically treated hair breakage comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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