Real ChatGPT answer · index seed1YkiuHnuSrgcompleteBeauty and personal care · salons and spascomparison

Are affordable keratin treatments at neighborhood beauty schools worth the risk of saving over half the cost compared to a licensed upscale salon?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are affordable keratin treatments at neighborhood beauty schools worth the risk of saving over half the cost compared to a licensed upscale salon?
1 real search · 1 real-search pass
FDA formaldehyde hair smoothing products keratin treatments safety salon OSHA formaldehyde hair smoothing productsGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
FDA formaldehyde hair smoothing products keratin treatments safety salon OSHA formaldehyde hair smoothing products Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FDA formaldehyde hair smoothing products keratin treatments safety salon OSHA formaldehyde hair smoothing products
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1