Real ChatGPT answer · index seedREy2z3SLI5EcompleteBeauty and personal care · hair careinformational

How long do modern keratin treatments usually last on senior hair, and what specific sulfate-free shampoos are required to maintain the results?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How long do modern keratin treatments usually last on senior hair, and what specific sulfate-free shampoos are required to maintain the results?
1 real search · 1 real-search pass
best sulfate-free shampoos for keratin-treated hair manufacturer recommendations sodium chloride free 2026Google ↗
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

Queries

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